Harald Martens
About
Harald Aagaard Martens (b.1946 in Kristiansand, Norway) has an MSc in industrial biochemistry and a Dr.techn in chemometrics and multivariate calibration from NTNU. He has written over two hundred research papers and several books on multivariate data modelling, which in total have been cited over 27 000 times (Google Scholar 2024).
A recent overview (open access) of Martens' Big Data modelling activities and his views on today's and tomorrow's AI is given in this invited Perspective paper:
H. Martens (2025) "A Greener, Safer and More Understandable AI for Natural Science and Technology" https://analyticalsciencejournals.onlinelibrary.wiley.com/doi/10.1002/cem.3643
Phone: +47 95075025. e-mail: harald.martens@ntnu.no
Present positions
- Professor emeritus, Big Data Cybernetics group / Dept. of Engineering Cybernetics, Norwegian U. of Science and Technology / NTNU, Trondheim Norway
- Founder and research leader, IDLETechs AS (quantitative, interpretable machine learning for Technical Big Data (2015-2013; currently Senior consultant )
- Founder, NatMat AS (a small company with motto: "Nature first, then Mathematics") (2012-currently)
Previous academic positions
- Guest scientist, Makerere U, Uganda (3 months)
- Guest scientist, Dept. Food Science, Kyoto University, Japan (1 year)
- Guest scientist, Lund University, Dept. Biochemistry, Sweden (1 year)
- Guest scientist, U. California Davies, Dept. Enology & Viticulture, USA (1 year)
- Guest professor, Biocentrum Technical U. of Denmark / DTU, Denmark (3 years)
- Adjunct professor, Royal Vet. & Agric. University / KVL, Copenhagen (3 years)
- Adjunct professor, Dept. Food Technology, U. Copenhagen , Copenhagen (3 years)
- Professor II, Institute physical chemistry, / NTNU (3 years)
- Professor II, Institute of chemistry and biology IKBM, Norwegian U. of Life Sciences / NMBU, Ås (3 years)
- Professor II, Inst. of mathematics and technology IMT / NMBU, Ås (3 years)
- Researcher/senior researcher, Norwegian Food Research Inst. NOFIMA Ås (23 years; 1973-86, 2003-2013)
- Researcher, Norwegian Computing Center NR (3 years; 1987-89)
- External professor, Dept. Economy, Macau U. of Science and Technology MUST ( 2 years; 2019-2021)
- Professor II, Big Data Cybernetics group / Dept. of Engineering Cybernetics, Norwegian U. of Science and Technology / NTNU ( 2014-2021)
Honours
- Member of Norwegian Academy of Technological Sciences (NTVA) since 1998
- First Chemometric Prize from Norwegian Chemical Soc./Chemometrics work group 1993
- Honorary member of Norwegian Chemometric Soc./Chemometrics work group 1994
- Herman Wold gold medal from Swedish Chemical Soc. 1999
- Chemometrics Award/Eastern Analytical Symposium, USA 1999
- Honorary issue of J. Chemometrics/Wiley 2000
- Fellow of NIR spectroscopy, Internatl. Soc. for NIR Spectroscopy 2015
- Chemometrics Lifetime Achievement Award, Computers in Analytical Chemistry 2022
- Karl H. Norris Award from Internatl. Soc. for NIR Spectroscopy 2023
Previous scholarships
- American Field Service (1964/65)
- Rotary Foundation (1972/73)
- Kellogg Foundation (1975/76)
- Perstorp Scholarship (1988/89)
- The Norwegian non-fiction Writers and translators association's scholarship (2013)
Previous industrial positions
- Consensus Analysis AS (1989-97)
- International Digital Technologies /Dynapel (1993-1997)
- Consultant to KES Analysis Inc, Dupont Inc., Guided Wave Inc. (1987-1888)
- Idletechs AS (2014-2022)
- NatMat AS (2014-present)
Research
Current research activities:
- Easier use of «never-ending» megavariate data streams, e.g hyperspectral video.
- New methods for model development in nonlinear dynamics.
- Industrial use of modern high-dimensional sensors, e.g. Thermal video.
- New ways to reach the creative and the empathic student personality types wrt math and statistics, with a focus on valid overview, discovery and meaning, rather than proofs and exactness.
- How reduce math anxiety in socity.
- How to replace "black box" AI solutions with "human-interpretable machine learning. with an eye for causality" in the use of Big Data in Science and Technology.
- How to combine the best of mechanistic, theory-driven modelling and pragmatic, data-driven modelling.
Publications
2025
-
Martens, Harald.
(2025)
A Greener, Safer, and More Understandable AI for Natural Science and Technology.
Journal of Chemometrics
Academic literature review
-
Egelandsdal, Bjørg;
Haug, Anna;
Rehfeld, Jens F.;
Coutinho, Sílvia;
Roglà Ricart, Lledó;
Martens, Harald.
(2025)
Postprandial Responses to Animal Products with Distinct Fatty Acid and Amino Acid Composition Are Diet-Dependent.
Nutrients
Academic article
2024
-
Martens, Harald.
(2024)
Se mønstrene i årsakenes virkninger.
Kjemi
Popular scientific article
-
Menges, Daniel;
Rasheed, Adil;
Martens, Harald;
Pedersen, Torbjørn.
(2024)
Real-Time Predictive Condition Monitoring Using Multivariate Data.
IEEE Transactions on Image Processing
Academic article
-
Jochemsen, Arnoud;
Alfredsen, Gry;
Martens, Harald;
Burud, Ingunn.
(2024)
Exploring the use of extended multiplicative scattering correction for near infrared spectra of wood with fungal decay.
Chemometrics and Intelligent Laboratory Systems
Academic article
2023
-
Martens, Harald;
Pedersen, Torbjørn.
(2023)
Maskinlæring med blikk for fysikk.
Teknisk Ukeblad
Reader opinion piece
-
Martens, Harald.
(2023)
Causality, machine learning and human insight.
Analytica Chimica Acta
Academic article
2022
-
Vitale, Raffaele;
Ruckebusch, Cyril;
Burud, Ingunn;
Martens, Harald Aagaard.
(2022)
Hyperspectral Video Analysis by Motion and Intensity Preprocessing and Subspace Autoencoding.
Frontiers in Chemistry
Academic article
-
Vitale, Raffaele;
Ruckebusch, Cyril;
Burud, Ingunn;
Martens, Harald Aagaard.
(2022)
Corrigendum: Hyperspectral Video Analysis by Motion and Intensity Preprocessing and Subspace Autoencoding (Front. Chem., (2022), 10, (818974), 10.3389/fchem.2022.818974).
Frontiers in Chemistry
Errata
2021
-
Sparta, Manuel;
Varagnolo, Damiano;
Stråbø, Kristian;
Halvorsen, Svenn Anton;
Herland, Egil Vålandsmyr;
Martens, Harald Aagaard.
(2021)
Metamodeling of the Electrical Conditions in Submerged Arc Furnaces.
Metallurgical and Materials Transactions B
Academic article
-
Sparta, Manuel;
Varagnolo, Damiano;
Martens, Harald Aagaard;
Halvorsen, Svenn Anton.
(2021)
Metamodeling of the electrical conditions in submerged arc furnaces.
Social Science Research Network (SSRN)
Academic article
2020
-
Vitale, Raffaele;
Stefansson, Petter;
Marini, Federico;
Ruckebusch, Cyril;
Burud, Ingunn;
Martens, Harald Aagaard.
(2020)
Fast Analysis, Processing and Modeling of Hyperspectral Videos:
Challenges and Possible Solutions.
Elsevier
Academic chapter/article/Conference paper
-
Stefansson, Petter;
Fortuna, João;
Rahmati, Hodjatolah;
Burud, Ingunn;
Konevskikh, Tatiana;
Martens, Harald Aagaard.
(2020)
Hyperspectral time series analysis: hyperspectral image data streams interpreted by modeling known and unknown variations.
Elsevier
Academic chapter/article/Conference paper
-
Fortuna, João;
Martens, Harald Aagaard;
Johansen, Tor Arne.
(2020)
Multivariate Image Fusion: A Pipeline For Hyperspectral Data Enhancement.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Mosleth, Ellen Færgestad;
McLeod, Anette;
Rud, Ida;
Axelsson, Lars ;
Solberg, Lars Erik;
Moen, Birgitte.
(2020)
Analysis of Megavariate Data in Functional Omics.
Elsevier
Academic chapter/article/Conference paper
2017
-
Fortuna, João;
Martens, Harald.
(2017)
Multivariate data modelling for de-shadowing of airborne hyperspectral imaging.
Journal of Spectral Imaging
Academic article
-
Olsen, Hanne Gro;
Knutsen, Tim Martin;
Kohler, Achim;
Svendsen, Morten;
Gidskehaug, Lars Halvor;
Grove, Harald.
(2017)
Genome-wide association mapping for milk fat composition and fine mapping of a QTL for de novo synthesis of milk fatty acids on bovine chromosome 13.
Genetics Selection Evolution
Academic article
-
Vitale, Raffaele;
Zhyrova, Anna;
Fortuna, João;
de Noord, Onno E.;
Ferrer, Alberto;
Martens, Harald.
(2017)
On-The-Fly Processing of continuous high-dimensional data streams.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Gale, Serge;
Rahmati, Hodjatolah;
Gravdahl, Jan Tommy;
Martens, Harald.
(2017)
Improvement of a Robotic Manipulator Model Based on Multivariate Residual Modeling.
Frontiers in Robotics and AI
Academic article
-
Skjaervold, Nils Kristian;
Brovold, Helge;
Rahmati, Hodjatolah;
Martens, Harald;
Tøndel, Kristin;
Cedersund, Gunnar.
(2017)
Multivariate Analyses and the Bridging of Biology's ‘Math-Gap’.
John Wiley & Sons
Academic chapter/article/Conference paper
2016
-
Rahmati, Hodjatolah;
Martens, Harald;
Aamo, Ole Morten;
Stavdahl, Øyvind;
Støen, Ragnhild;
Adde, Lars.
(2016)
Frequency analysis and feature reduction method for prediction of cerebral palsy in young infants.
IEEE transactions on neural systems and rehabilitation engineering
Academic article
2015
-
Rahmati, Hodjatolah;
Martens, Harald;
Aamo, Ole Morten;
Stavdahl, Øyvind;
Støen, Ragnhild;
Adde, Lars.
(2015)
Frequency-based features for early cerebral palsy prediction.
IEEE Engineering in Medicine and Biology Society. Conference Proceedings
Academic article
-
Martens, Harald.
(2015)
Quantitative Big Data: where chemometrics can contribute.
Journal of Chemometrics
Academic article
-
Kohler, Achim;
Böcker, Ulrike;
Shapaval, Volha;
Forsmark, Annabelle;
Andersson, Mats;
Warringer, Jonas.
(2015)
High-Throughput Biochemical Fingerprinting of Saccharomyces cerevisiae by Fourier Transform Infrared Spectroscopy.
PLOS ONE
Academic article
-
Nhek, Sarin;
Tessema, Barbara;
Indahl, Ulf Geir;
Martens, Harald;
Mosleth, Ellen Færgestad.
(2015)
2D electrophoresis image segmentation within a pixel-based framework.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Voit, Eberhard;
Martens, Harald;
Omholt, Stig William.
(2015)
150 Years of the Mass Action Law.
PLoS Computational Biology
Academic article
2014
-
Wu, Tim;
Martens, Harald;
Hunter, Peter;
Mithraratne, Kumar.
(2014)
Emulating facial biomechanics using multivariate partial least squares surrogate models.
International Journal for Numerical Methods in Biomedical Engineering
Academic article
-
Tøndel, Kristin;
Martens, Harald.
(2014)
Analyzing complex mathematical model behavior by partial least squares regression-based multivariate metamodeling.
Wiley Interdisciplinary Reviews: Computational Statistics
Academic literature review
-
Tafintseva, Valeria;
Tøndel, Kristin;
Ponossov, Arkadi;
Martens, Harald.
(2014)
Global structure of sloppiness in a nonlinear model.
Journal of Chemometrics
Academic article
-
Nordbø, Øyvind;
Lamata, P.;
Land, Sander;
Niederer, Steven A.;
Aronsen, Jan Magnus;
Louch, William Edward.
(2014)
A computational pipeline for quantification of mouse myocardial stiffness parameters.
Computers in Biology and Medicine
Academic article
2013
-
Liland, Kristian Hovde;
Høy, Martin;
Martens, Harald;
Sæbø, Solve.
(2013)
Distribution based truncation for variable selection in subspace methods for multivariate regression.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Shapaval, Volha;
Böcker, Ulrike;
Forsmark, Annabelle;
Andersson, Mats;
Warringer, Jonas;
Martens, Harald.
(2013)
Fourier transform infrared spectroscopy for high-throughput phenotyping of Saccharomyces cereviseae.
Yeast
Abstract
-
Martens, Harald;
Tøndel, Kristin;
Tafintseva, Valeria;
Kohler, Achim;
Plahte, Erik;
Vik, Jon Olav.
(2013)
PLS-Based Multivariate Metamodeling of Dynamic Systems.
Springer
Academic chapter/article/Conference paper
-
Nhek, Sarin;
Indahl, Ulf Geir;
Mosleth, Ellen Færgestad;
Martens, Harald;
Høy, Martin.
(2013)
Improving 2DE proteomics by computerized image analysis.
UMB
Doctoral dissertation
-
Rubingh, Carina M.;
Martens, Harald;
van der Voet, Hilko;
Smilde, Age K..
(2013)
The costs of complex model optimization.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Tøndel, Kristin;
Vik, Jon Olav;
Martens, Harald;
Indahl, Ulf Geir;
Smith, Nic;
Omholt, Stig W.
(2013)
Hierarchical multivariate regression-based sensitivity analysis reveals complex parameter interaction patterns in dynamic models.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Karaman, Ibrahim;
Qannari, El Mostafa;
Martens, Harald;
Hedemann, Mette Skou;
Knudsen, Knud Erik Bach;
Kohler, Achim.
(2013)
Comparison of Sparse and Jack-knife partial least squares regression methods for variable selection.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Urban, Jan;
Hrouzek, Pavel;
Stys, Dalibor;
Martens, Harald.
(2013)
Estimation of Ion Competition via Correlated Responsivity Offset in Linear Ion Trap Mass Spectrometry Analysis: Theory and Practical Use in the Analysis of Cyanobacterial Hepatotoxin Microcystin-LR in Extracts of Food Additives.
Biomedical Research
Academic article
2012
-
Isaeva, Julia;
Sæbø, Solve;
Wyller, John Andreas;
Nhek, Sarin;
Martens, Harald.
(2012)
Fast and comprehensive fitting of complex mathematical models to massive amounts of empirical data.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Isaeva, Julia;
Sæbø, Solve;
Wyller, John Andreas;
Wolkenhauer, Olaf;
Martens, Harald.
(2012)
Nonlinear modelling of curvature by bi-linear metamodelling.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Isaeva, Julia;
Martens, Magni;
Sæbø, Solve;
Wyller, John Andreas;
Martens, Harald.
(2012)
The modelome of line curvature: Many nonlinear models approximated by a single bi-linear metamodel with verbal profiling.
Physica D : Non-linear phenomena
Academic article
-
Hassani, Sahar;
Martens, Harald;
Qannari, El Mostafa;
Hanafi, Mohamed;
Kohler, Achim.
(2012)
Model validation and error estimation in multi-block partial least squares regression.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Hassani, Sahar;
Martens, Harald;
Qannari, El Mostafa;
Kohler, Achim.
(2012)
Degrees of freedom estimation in Principal Component Analysis and Consensus Principal Component Analysis.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Nhek, Sarin;
Færgestad, Ellen Mosleth;
Høy, Martin;
Griessl, M.;
Tessema, Barbara;
Indahl, Ulf Geir.
(2012)
Nonlinear visualisation and pixel-based alignment of 2D electrophoresis images.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Tøndel, Kristin;
Indahl, Ulf Geir;
Gjuvsland, Arne Bjørke;
Omholt, Stig W;
Martens, Harald.
(2012)
Multi-way metamodelling facilitates insight into the complex input-output maps of nonlinear dynamic models.
BMC Systems Biology
Academic article
2011
-
Næs, Tormod;
Tomic, Oliver;
Mevik, Bjørn-Helge;
Martens, Harald.
(2011)
Path modelling by sequential PLS regression.
Journal of Chemometrics
Academic article
-
Mehmood, Tahir;
Martens, Harald;
Sæbø, Solve;
Warringer, Jonas;
Snipen, Lars-Gustav.
(2011)
Mining for genotype-phenotype relations in Saccharomyces using partial least squares.
BMC Bioinformatics
Academic article
-
Mehmood, Tahir;
Martens, Harald;
Sæbø, Solve;
Warringer, Jonas;
Snipen, Lars-Gustav.
(2011)
A Partial Least Squares based algorithm for parsimonious variable selection.
Algorithms for Molecular Biology
Academic article
-
Martens, Harald.
(2011)
The informative converse paradox: Windows into the unknown.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Tøndel, Kristin;
Indahl, Ulf Geir;
Gjuvsland, Arne Bjørke;
Vik, Jon Olav;
Hunter, Peter J;
Omholt, Stig W.
(2011)
Hierarchical Cluster-based Partial Least Squares Regression (HC-PLSR) is an efficient tool for metamodelling of nonlinear dynamic models.
BMC Systems Biology
Academic article
-
Martens, Harald;
Geladi, Paul.
(2011)
Multivariate calibration.
John Wiley & Sons
Academic chapter/article/Conference paper
2010
-
Kohler, Achim;
Afseth, Nils Kristian;
Jørgensen, Kjetil;
Randby, Åshild Taksdal;
Martens, Harald.
(2010)
Quality analysis of milk by vibrational spectroscopy.
John Wiley & Sons
Academic chapter/article/Conference paper
-
Kohler, Achim;
Afseth, Nils Kristian;
Martens, Harald.
(2010)
Chemometrics in biospectroscopy.
John Wiley & Sons
Academic chapter/article/Conference paper
-
Martens, Harald;
Kohler, Achim.
(2010)
Mathematics and measurements for high-throughput quantitative biology, Biological Theory.
Biological Theory
Academic article
-
Tøndel, Kristin;
Gjuvsland, Arne Bjørke;
Måge, Ingrid;
Martens, Harald.
(2010)
Screening design for computer experiments: metamodelling of a deterministic mathematical model of the mammalian circadian clock.
Journal of Chemometrics
Academic article
-
Martens, Harald;
Måge, Ingrid;
Tøndel, Kristin;
Isaeva, Julia;
Høy, Martin;
Sæbø, Solve.
(2010)
Multi-level binary replacement (MBR) design for computer experiments in high-dimensional nonlinear systems.
Journal of Chemometrics
Academic article
-
Bassan, Paul;
Kohler, Achim;
Martens, Harald;
Lee, Joe;
Byrne, Hugh J;
Dumas, Paul.
(2010)
Resonant Mie Scattering (RMieS) correction of infrared spectra from highly scattering biological samples.
The Analyst
Academic article
-
Isaeva, Julia;
Sæbø, Solve;
Wyller, John;
Liland, Kristian Hovde;
Færgestad, Ellen Mosleth;
Bro, Rasmus.
(2010)
Using GEMANOVA to explore the pattern generating properties of the Delta-Notch model.
Journal of Chemometrics
Academic article
-
Kohler, Achim;
Martens, Harald;
Segtnan, Vegard;
Zimonja, Monika.
(2010)
Standard Normal Variate, Multiplicative Signal Correction and Extended Multiplicative Signal Correction Preprocessing in Biospectroscopy.
Elsevier
Academic chapter/article/Conference paper
-
Færgestad, Ellen Mosleth;
Langsrud, Øyvind;
Høy, Martin;
Hollung, Kristin;
Sæbø, Solve;
Liland, Kristian Hovde.
(2010)
Analysis of megavariate data in functional genomics,.
Elsevier
Academic chapter/article/Conference paper
-
Martens, Magni;
Veflingstad, Siren;
Plahte, Erik;
Bertrand, Dominique;
Martens, Harald.
(2010)
A sensory scientific approach to visual pattern recognition of complex biological systems.
Food Quality and Preference
Academic article
-
Bassan, Paul;
Kohler, Achim;
Martens, Harald;
Lee, Joe;
Jackson, Edward;
Lockyer, Nicholas.
(2010)
RMieS-EMSC correction for infrared spectra of biological cells: Extension using full Mie theory and GPU computing.
Journal of Biophotonics
Academic article
-
Shi, Zhenqi;
Cogdill, Robert P;
Martens, Harald;
Anderson, Carl A.
(2010)
Optical coefficient-based multivariate calibration on near-infrared spectroscopy.
Journal of Chemometrics
Academic article
-
Berget, Ingunn;
Martens, Harald;
Kohler, Achim;
Sjurseth, Siri Kulberg;
Afseth, Nils Kristian;
Narum, Bjørg.
(2010)
Caprine CSN1S1 haplotype effect on gene expression and milk composition measured by Fourier transform infrared spectroscopy.
Journal of Dairy Science (JDS)
Academic article
-
Afseth, Nils Kristian;
Martens, Harald;
Randby, Åshild T.;
Gidskehaug, Lars Halvor;
Narum, Bjørg;
Jørgensen, Kjetil.
(2010)
Predicting the Fatty Acid Composition of Milk: A Comparison of Two Fourier Transform Infrared Sampling Techniques.
Applied Spectroscopy
Academic article
-
Shapaval, Volha;
Møretrø, Trond;
Suso, Henri-Pierre;
Åsli, Anette Wold;
Schmitt, Jurgen;
Lillehaug, Dag.
(2010)
A high-throughput microcultivation protocol for FTIR spectroscopic characterization and identification of fungi.
Journal of Biophotonics
Academic article
-
Sæbø, Solve;
Martens, Magni;
Martens, Harald.
(2010)
Three-block data modeling by endo- and exo-LPLS Regression.
Springer Science+Business Media B.V.
Academic chapter/article/Conference paper
-
Hassani, Sahar;
Martens, Harald;
Qannari, El Mostafa;
Hanafi, Mohamed;
Borge, Grethe iren andersen;
Kohler, Achim.
(2010)
Analysis of -omics data: Graphical interpretation- and validation tools in multi-block methods.
Chemometrics and Intelligent Laboratory Systems
Academic article
2009
-
Kohler, Achim;
Böcker, Ulrike;
Warringer, Jonas;
Blomberg, A;
Omholt, Stig W;
Stark, Eran.
(2009)
Reducing Inter-replicate Variation in Fourier Transform Infrared Spectroscopy by Extended Multiplicative Signal Correction.
Applied Spectroscopy
Academic article
-
Grove, Harald;
Færgestad, Ellen Mosleth;
Hollung, Kristin;
Martens, Harald.
(2009)
Improved dynamic range of protein quantification in silver-stained gels by modelling gel images over time.
Electrophoresis
Academic article
-
Daszykowski, M.;
Færgestad, Ellen Mosleth;
Grove, Harald;
Martens, Harald;
Walczak, B.
(2009)
Matching 2D gel electrophoresis images with Matlab 'Image Processing Toolbox'.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Martens, Harald.
(2009)
Domino PLS: A framework for multi-directional path modeling.
Springer
Academic chapter/article/Conference paper
-
Martens, Magni;
Frøst, M.B.;
Martens, Harald.
(2009)
Consumer attitudes to health and pleasure - survey data studied by PLSR.
Springer
Academic chapter/article/Conference paper
-
Martens, Harald;
Kohler, Achim.
(2009)
Bio-chemometrics: Multivariate data modelling in systems biology.
?
Abstract
-
Wolkenhauer, Olaf;
Lao, Angelyn;
Omholt, Stig W.;
Martens, Harald.
(2009)
Systems approaches in molecular and cell biology: Making sense out of data; providing meaning to models.
Proceedings of SPIE, the International Society for Optical Engineering
Academic article
-
Martens, Harald;
Kohler, Achim.
(2009)
Mathematics and Measurements for High-throughput Quantitative Biology.
Biological Theory
Academic article
-
Martens, Harald;
Veflingstad, Siren;
Plahte, Erik;
Martens, Magni;
Bertrand, Dominique;
Omholt, Stig W.
(2009)
The genotype-phenotype relationship in multicellular pattern-generating models - the neglected role of pattern descriptors.
BMC Systems Biology
Academic article
-
Martens, Harald.
(2009)
Non-linear multivariate dynamics modelled by PLSR.
Chapter
2008
-
Sæbo, S;
Almøy, T;
Flatberg, Arnar;
Aastvelt, AH;
Martens, H.
(2008)
LPLS-regression: a method for prediction and classification under the influence of background information on predictor variables.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Sæbø, Solve;
Almøy, Trygve;
Flatberg, Arnar;
Aastveit, Are Halvor;
Martens, Harald.
(2008)
LPLS-regression: a method for prediction and classification under the influence of background information on predictor variables.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Rye, Morten Beck;
Færgestad, Ellen Mosleth;
Martens, Harald;
Wold, Jens-Petter;
Alsberg, Bjørn Kåre.
(2008)
An improved pixel-based approach for analyzing images in two-dimensional gel electrophoresis.
Electrophoresis
Academic article
-
Kohler, Achim;
Sule-Suso, J.;
Sockalingum, Ganesh D.;
Tobin, M.;
Bahrami, F.;
Yang, Y.
(2008)
Estimating and correcting Mie scattering in synchrotron-based microscopic Fourier transform infrared spectra by extended multiplicative signal correction.
Applied Spectroscopy
Academic article
-
Martens, Harald;
Kohler, Achim;
Naterstad, Kristine.
(2008)
Interpreting several types of measurements in bioscience.
John Wiley & Sons
Academic chapter/article/Conference paper
-
Wold, Svante;
Høy, Martin;
Martens, Harald;
Trygg, Johan;
Westad, Frank;
MacGregor, John.
(2008)
The PLS model space revisited.
Journal of Chemometrics
Letter to the editor
-
Rye, Morten Beck;
Feargestad, EM;
Martens, H;
Wold, JP;
Alsberg, Bjørn Kåre.
(2008)
An improved pixel-based approach for analyzing images in two-dimensional gel electrophoresis.
Electrophoresis
Academic article
-
Martens, Magni;
Martens, Harald.
(2008)
The senses linking mind and matter.
Mind and Matter
Academic article
2007
-
Mosleth, Ellen Færgestad;
Rye, Morten Beck;
Walczak, Beata;
Gidskehaug, Lars;
Wold, Jens Petter;
Grove, Harald.
(2007)
Pixel-based analysis of multiple images for the identification of changes: A novel approach applied to unravel proteome patters of 2-D electrophoresis gel images.
Proteomics
Academic article
-
Frandsen, L.W.;
Dijksterhuis, Garmt;
Martens, Harald;
Martens, Magni.
(2007)
Consumer evaluation of milk authenticity explained both by consumer background characteristics and by product sensory descriptors.
Journal of sensory studies
Academic article
-
Martens, Magni;
Tenenhaus, M.;
Vinzi, V.E.;
Martens, Harald.
(2007)
The use of partial least squares methods in new food product development.
Woodhead Publishing Limited
Academic chapter/article/Conference paper
-
Indahl, Ulf;
Martens, Harald;
Næs, Tormod.
(2007)
From dummy regression to prior probabilities in PLS-Da.
Journal of Chemometrics
Academic article
-
Kohler, Achim;
Bertrand, Dominique;
Martens, Harald;
Hannesson, K.O.;
Kirschner, Carolin;
Ofstad, Ragni.
(2007)
Multivariate image analysis of a set of FTIR microspectroscopy images of aged bovine muscle tissue combining image and design information.
Analytical and Bioanalytical Chemistry
Academic article
-
Bitnes, Janna Myrvold;
Martens, Harald;
Ueland, Øydis;
Martens, Magni.
(2007)
Longitudinal study of taste identification of sensory panellists: Effect of Ageing, Experience and Exposure.
Food Quality and Preference
Academic article
-
Frandsen, L.W.;
Dijksterhuis, Garmt;
Martens, Harald;
Martens, Magni.
(2007)
CONSUMER EVALUATION OF MILK AUTHENTICITY EXPLAINED BOTH BY CONSUMER BACKGROUND CHARACTERISTICS AND BY PRODUCT SENSORY DESCRIPTORS.
Journal of sensory studies
Academic article
-
Martens, Harald;
Kohler, Achim;
Afseth, Nils Kristian;
Wold, Jens-Petter;
Hersleth, Margrethe;
Berget, Ingunn.
(2007)
High-throughput Measurements for Functional Genomics of Milk.
Journal of Animal and Feed Sciences
Academic article
-
Martens, Harald;
Veflingstad, Siren;
Plahte, Erik;
Bertrand, Dominique;
Martens, Magni;
Omholt, Stig W..
(2007)
Chemometrics and Sensometrics for better mathematics in system biology.
Chapter
-
Færgestad, Ellen M.;
Rye, Morten;
Walczak, Beata;
Gidskehaug, Lars;
Wold, Jens Petter;
Grove, Harald.
(2007)
PNM-hased analysis of multiple images for the identification changes: A novel approach applied to unravel proteome patters of 2-D electrophoresis gel images.
Proteomics
Academic article
2006
-
Anderssen, Endre;
Dyrstad, Knut;
Westad, Frank;
Martens, Harald.
(2006)
Reducing over-optimism in variable selection by cross-model validation.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Anderssen, Endre;
Dyrstad, Knut;
Westad, Frank;
Martens, Harald.
(2006)
Reducing over-optimism in variable selevcion by cross-model validation.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Thennadil, SN;
Martens, Harald;
Kohler, Achim.
(2006)
Physics-based multiplicative scatter correction approaches for improving the performance of calibration models.
Applied Spectroscopy
Academic article
-
Grove, Harald;
Hollung, Kristin;
Uhlen, Anne Kjersti;
Martens, Harald;
Færgestad, Ellen .
(2006)
Challenges related to analysis of protein spot volumes from two-dimensional gel electrophoresis as revealed by replicate gels.
Journal of Proteome Research
Academic article
-
Bruun, Susanne W;
Kohler, Achim;
Adt, Isabelle;
Sockalingum, Ganesh D.;
Manfait, Michel;
Martens, Harald.
(2006)
Correcting attenuated total reflection-Fourier transform infrared spectra for water vapor and carbon dioxide.
Applied Spectroscopy
Academic article
-
Hollung, Kristin;
Øverland, Margareth;
HRUSTIC, MILICA;
SEKULIC, PETAR;
MILADINOVIC, JEGOR;
Martens, Harald.
(2006)
Correction. Evaluation of nonstarch polysaccharides and oligosaccharide content of different soyabean (Glycine max) by near-infrared spectroscopy and proteomics.
Journal of Agricultural and Food Chemistry
Letter to the editor
-
Chou, I-Chun;
Voit, Eberhard;
Martens, Harald.
(2006)
Parameter estimation in biochemical systems models with alternating regression.
Theoretical Biology Medical Modelling
Academic article
-
Oust, Astrid;
Moen, Birgitte;
Martens, Harald;
Rudi, Knut;
Næs, Tormod;
Kirschner, Carolin.
(2006)
Analysis of covariance patterns in gene expression data and FT-IR spectra.
Journal of Microbiological Methods
Academic article
-
Hollung, Kristin;
Øverland, Margareth;
MILADINOVIC, JEGOR;
Martens, Harald;
Narum, Bjørg;
Sahlstrøm, Stefan.
(2006)
Evaluation of non-starch polysaccharides and oligosaccharide content of different soybean varieties (Glycine max) by near infrared spectroscopy.
NIR news
Article in business/trade/industry journal
-
Martens, Harald;
Bruun, Susanne W;
Adt, Isabelle;
Sockalingum, Ganesh D.;
Kohler, Achim.
(2006)
Pre-processing in biochemometrics: Correction for path-length and temperature effects of water in FTIR bio-spectroscopy by EMSC.
Journal of Chemometrics
Academic article
2005
-
Martens, Harald;
Anderssen, Endre;
Flatberg, Arnar;
Gidskehaug, Lars Halvor;
Hoy, M;
Westad, Frank.
(2005)
Regression of a data matrix on descriptors of both its rows and of its columns via latent variables: L-PLSR.
Computational Statistics & Data Analysis
Academic article
-
Martens, Harald;
Anderssen, Endre;
Flatberg, Arnar;
Gidskehaug, Lars;
Høy, Martin;
Westad, Frank.
(2005)
Regression of a data matrix on descriptors of both its rows and of its columns via latent variables: L-PLSR.
Computational Statistics & Data Analysis
Academic article
-
Dijksterhuis, Garmt;
Martens, Harald;
Martens, Magni.
(2005)
Combined Procrustes Analysis and PLSR for internal and external mapping of data from multiple sources.
Computational Statistics & Data Analysis
Academic article
-
Kohler, Achim;
Kirschner, Carolin;
Oust, Astrid;
Martens, Harald.
(2005)
EMSC as a tool for sepraration and characterisation of physical and chemical information in FR-IR microscopy images of cryo-sections of beef loin.
Applied Spectroscopy
Academic article
-
Hollung, Kristin;
Øverland, Margareth;
HRUSTIC, MILICA;
SEKULIC, PETAR;
MILADINOVIC, JEGOR;
Martens, Harald.
(2005)
Evaluation of non-starch polysaccharides and oligosaccharide content of different soybean varieties (Glycine max) by near-infrared spectroscopy and proteomics.
Journal of Agricultural and Food Chemistry
Academic article
-
Decker, M;
Nielsen, P.V.;
Martens, Harald.
(2005)
Near-infrared spectra of Penicillium camemberti strains separated by Extended Multiplicative Signar Correction improved prediction of physical and chemical variations.
Applied Spectroscopy
Academic article
-
Kohler, Achim;
Kirschner, C.;
Oust, A;
Martens, Harald.
(2005)
Extended multiplicative signal correction as a tool for separation and characterization of physical and chemical information in fourier transform infrared microscopy images of cryo-sections of beef loin.
Applied Spectroscopy
Academic article
2004
-
Gidskehaug, Lars Halvor;
Stodkilde-Jorgensen, H;
Martens, Magni;
Martens, Harald Aagaard.
(2004)
Bridge-PLS regression: two-block bilinear regression without deflation.
Journal of Chemometrics
Academic article
-
Martens, Harald;
Martens, Magni;
Gidskehaug, Lars;
Stødkilde-Jørgensen, Hans.
(2004)
Bridge-PLS Regression: Two-block bilinear regression without deflation.
Journal of Chemometrics
Academic article
-
Færgestad, Ellen ;
Flæte, Nina Solheim;
Magnus, Ellen Merethe;
Hollung, Kristin;
Martens, Harald;
Uhlen, Anne Kjersti.
(2004)
Relationships between storage protein composition, protein content, growing season and flour quality of bread wheat.
Journal of the Science of Food and Agriculture
Academic article
-
Bjørnstad, Åsmund;
Grønnerød, Siri;
Mac Key, James;
Tekauz, Andy;
Crossa, Jose;
Martens, Harald.
(2004)
Resistance to barley scald (Rhynchosporium secalis) in the Ethiopian donor lines 'Steudelli' and 'Jet', analyzed by partial least squares regression and interval mapping.
Hereditas
Academic article
-
Bjørnstad, Åsmund;
Westad, Frank;
Martens, Harald.
(2004)
Analysis of genetic marker-phenotype relationships by jack-knifed partial least squares regression (PLSR).
Hereditas
Academic article
2003
-
Martens, Harald;
Anderssen, Endre;
Flatberg, Arnar;
Gidskehaug, Lars Halvor;
Høy, Martin;
Westad, Frank.
(2003)
Regressing a matrix on descriptors of both its rows and columns, by low-rank L-PLS Regression.
Computational Statistics & Data Analysis
Academic article
-
Martens, Harald;
Gidskehaug, Lars Halvor;
OSullivan, MG;
Byrne, DV;
Andersen, HJ.
(2003)
Evaluation of pork colour: prediction of visual sensory quality of meat from instrumental and computer vision methodsof colour analysis.
Meat Science
Academic article
-
Westad, Frank;
Hersleth, Margrethe;
Lea, Per;
Martens, Harald.
(2003)
Variable selection in PCA in sensory descriptive and consumer data.
Food Quality and Preference
Academic article
2002
-
Høy, Martin;
Westad, Frank Ove;
Martens, Harald.
(2002)
Combining bilinear modelling and ridge regression.
Journal of Chemometrics
Academic article
2001
-
Martens, Harald;
Høy, Martin;
Westad, Frank Ove;
Folkenberg, Ditte;
Martens, Magni.
(2001)
Analysis of designed experiments by stabilised PLS Regression and jack-knifing.
Chemometrics and Intelligent Laboratory Systems
Academic article
2000
-
Westad, Frank Ove;
Martens, Harald.
(2000)
Variable selection in near infrared spectroscopy based on significance testing in partial least squares regression.
Journal of Near Infrared Spectroscopy
Academic article
1998
-
Høy, Martin;
Steen, Kay;
Martens, Harald Aagaard.
(1998)
Review of partial least squares regression prediction error in Unscrambler.
Chemometrics and Intelligent Laboratory Systems
Academic article
Journal publications
-
Martens, Harald.
(2025)
A Greener, Safer, and More Understandable AI for Natural Science and Technology.
Journal of Chemometrics
Academic literature review
-
Egelandsdal, Bjørg;
Haug, Anna;
Rehfeld, Jens F.;
Coutinho, Sílvia;
Roglà Ricart, Lledó;
Martens, Harald.
(2025)
Postprandial Responses to Animal Products with Distinct Fatty Acid and Amino Acid Composition Are Diet-Dependent.
Nutrients
Academic article
-
Martens, Harald.
(2024)
Se mønstrene i årsakenes virkninger.
Kjemi
Popular scientific article
-
Menges, Daniel;
Rasheed, Adil;
Martens, Harald;
Pedersen, Torbjørn.
(2024)
Real-Time Predictive Condition Monitoring Using Multivariate Data.
IEEE Transactions on Image Processing
Academic article
-
Jochemsen, Arnoud;
Alfredsen, Gry;
Martens, Harald;
Burud, Ingunn.
(2024)
Exploring the use of extended multiplicative scattering correction for near infrared spectra of wood with fungal decay.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Martens, Harald;
Pedersen, Torbjørn.
(2023)
Maskinlæring med blikk for fysikk.
Teknisk Ukeblad
Reader opinion piece
-
Martens, Harald.
(2023)
Causality, machine learning and human insight.
Analytica Chimica Acta
Academic article
-
Vitale, Raffaele;
Ruckebusch, Cyril;
Burud, Ingunn;
Martens, Harald Aagaard.
(2022)
Hyperspectral Video Analysis by Motion and Intensity Preprocessing and Subspace Autoencoding.
Frontiers in Chemistry
Academic article
-
Vitale, Raffaele;
Ruckebusch, Cyril;
Burud, Ingunn;
Martens, Harald Aagaard.
(2022)
Corrigendum: Hyperspectral Video Analysis by Motion and Intensity Preprocessing and Subspace Autoencoding (Front. Chem., (2022), 10, (818974), 10.3389/fchem.2022.818974).
Frontiers in Chemistry
Errata
-
Sparta, Manuel;
Varagnolo, Damiano;
Stråbø, Kristian;
Halvorsen, Svenn Anton;
Herland, Egil Vålandsmyr;
Martens, Harald Aagaard.
(2021)
Metamodeling of the Electrical Conditions in Submerged Arc Furnaces.
Metallurgical and Materials Transactions B
Academic article
-
Sparta, Manuel;
Varagnolo, Damiano;
Martens, Harald Aagaard;
Halvorsen, Svenn Anton.
(2021)
Metamodeling of the electrical conditions in submerged arc furnaces.
Social Science Research Network (SSRN)
Academic article
-
Fortuna, João;
Martens, Harald Aagaard;
Johansen, Tor Arne.
(2020)
Multivariate Image Fusion: A Pipeline For Hyperspectral Data Enhancement.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Fortuna, João;
Martens, Harald.
(2017)
Multivariate data modelling for de-shadowing of airborne hyperspectral imaging.
Journal of Spectral Imaging
Academic article
-
Olsen, Hanne Gro;
Knutsen, Tim Martin;
Kohler, Achim;
Svendsen, Morten;
Gidskehaug, Lars Halvor;
Grove, Harald.
(2017)
Genome-wide association mapping for milk fat composition and fine mapping of a QTL for de novo synthesis of milk fatty acids on bovine chromosome 13.
Genetics Selection Evolution
Academic article
-
Vitale, Raffaele;
Zhyrova, Anna;
Fortuna, João;
de Noord, Onno E.;
Ferrer, Alberto;
Martens, Harald.
(2017)
On-The-Fly Processing of continuous high-dimensional data streams.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Gale, Serge;
Rahmati, Hodjatolah;
Gravdahl, Jan Tommy;
Martens, Harald.
(2017)
Improvement of a Robotic Manipulator Model Based on Multivariate Residual Modeling.
Frontiers in Robotics and AI
Academic article
-
Rahmati, Hodjatolah;
Martens, Harald;
Aamo, Ole Morten;
Stavdahl, Øyvind;
Støen, Ragnhild;
Adde, Lars.
(2016)
Frequency analysis and feature reduction method for prediction of cerebral palsy in young infants.
IEEE transactions on neural systems and rehabilitation engineering
Academic article
-
Rahmati, Hodjatolah;
Martens, Harald;
Aamo, Ole Morten;
Stavdahl, Øyvind;
Støen, Ragnhild;
Adde, Lars.
(2015)
Frequency-based features for early cerebral palsy prediction.
IEEE Engineering in Medicine and Biology Society. Conference Proceedings
Academic article
-
Martens, Harald.
(2015)
Quantitative Big Data: where chemometrics can contribute.
Journal of Chemometrics
Academic article
-
Kohler, Achim;
Böcker, Ulrike;
Shapaval, Volha;
Forsmark, Annabelle;
Andersson, Mats;
Warringer, Jonas.
(2015)
High-Throughput Biochemical Fingerprinting of Saccharomyces cerevisiae by Fourier Transform Infrared Spectroscopy.
PLOS ONE
Academic article
-
Nhek, Sarin;
Tessema, Barbara;
Indahl, Ulf Geir;
Martens, Harald;
Mosleth, Ellen Færgestad.
(2015)
2D electrophoresis image segmentation within a pixel-based framework.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Voit, Eberhard;
Martens, Harald;
Omholt, Stig William.
(2015)
150 Years of the Mass Action Law.
PLoS Computational Biology
Academic article
-
Wu, Tim;
Martens, Harald;
Hunter, Peter;
Mithraratne, Kumar.
(2014)
Emulating facial biomechanics using multivariate partial least squares surrogate models.
International Journal for Numerical Methods in Biomedical Engineering
Academic article
-
Tøndel, Kristin;
Martens, Harald.
(2014)
Analyzing complex mathematical model behavior by partial least squares regression-based multivariate metamodeling.
Wiley Interdisciplinary Reviews: Computational Statistics
Academic literature review
-
Tafintseva, Valeria;
Tøndel, Kristin;
Ponossov, Arkadi;
Martens, Harald.
(2014)
Global structure of sloppiness in a nonlinear model.
Journal of Chemometrics
Academic article
-
Nordbø, Øyvind;
Lamata, P.;
Land, Sander;
Niederer, Steven A.;
Aronsen, Jan Magnus;
Louch, William Edward.
(2014)
A computational pipeline for quantification of mouse myocardial stiffness parameters.
Computers in Biology and Medicine
Academic article
-
Liland, Kristian Hovde;
Høy, Martin;
Martens, Harald;
Sæbø, Solve.
(2013)
Distribution based truncation for variable selection in subspace methods for multivariate regression.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Shapaval, Volha;
Böcker, Ulrike;
Forsmark, Annabelle;
Andersson, Mats;
Warringer, Jonas;
Martens, Harald.
(2013)
Fourier transform infrared spectroscopy for high-throughput phenotyping of Saccharomyces cereviseae.
Yeast
Abstract
-
Rubingh, Carina M.;
Martens, Harald;
van der Voet, Hilko;
Smilde, Age K..
(2013)
The costs of complex model optimization.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Tøndel, Kristin;
Vik, Jon Olav;
Martens, Harald;
Indahl, Ulf Geir;
Smith, Nic;
Omholt, Stig W.
(2013)
Hierarchical multivariate regression-based sensitivity analysis reveals complex parameter interaction patterns in dynamic models.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Karaman, Ibrahim;
Qannari, El Mostafa;
Martens, Harald;
Hedemann, Mette Skou;
Knudsen, Knud Erik Bach;
Kohler, Achim.
(2013)
Comparison of Sparse and Jack-knife partial least squares regression methods for variable selection.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Urban, Jan;
Hrouzek, Pavel;
Stys, Dalibor;
Martens, Harald.
(2013)
Estimation of Ion Competition via Correlated Responsivity Offset in Linear Ion Trap Mass Spectrometry Analysis: Theory and Practical Use in the Analysis of Cyanobacterial Hepatotoxin Microcystin-LR in Extracts of Food Additives.
Biomedical Research
Academic article
-
Isaeva, Julia;
Sæbø, Solve;
Wyller, John Andreas;
Nhek, Sarin;
Martens, Harald.
(2012)
Fast and comprehensive fitting of complex mathematical models to massive amounts of empirical data.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Isaeva, Julia;
Sæbø, Solve;
Wyller, John Andreas;
Wolkenhauer, Olaf;
Martens, Harald.
(2012)
Nonlinear modelling of curvature by bi-linear metamodelling.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Isaeva, Julia;
Martens, Magni;
Sæbø, Solve;
Wyller, John Andreas;
Martens, Harald.
(2012)
The modelome of line curvature: Many nonlinear models approximated by a single bi-linear metamodel with verbal profiling.
Physica D : Non-linear phenomena
Academic article
-
Hassani, Sahar;
Martens, Harald;
Qannari, El Mostafa;
Hanafi, Mohamed;
Kohler, Achim.
(2012)
Model validation and error estimation in multi-block partial least squares regression.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Hassani, Sahar;
Martens, Harald;
Qannari, El Mostafa;
Kohler, Achim.
(2012)
Degrees of freedom estimation in Principal Component Analysis and Consensus Principal Component Analysis.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Nhek, Sarin;
Færgestad, Ellen Mosleth;
Høy, Martin;
Griessl, M.;
Tessema, Barbara;
Indahl, Ulf Geir.
(2012)
Nonlinear visualisation and pixel-based alignment of 2D electrophoresis images.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Tøndel, Kristin;
Indahl, Ulf Geir;
Gjuvsland, Arne Bjørke;
Omholt, Stig W;
Martens, Harald.
(2012)
Multi-way metamodelling facilitates insight into the complex input-output maps of nonlinear dynamic models.
BMC Systems Biology
Academic article
-
Næs, Tormod;
Tomic, Oliver;
Mevik, Bjørn-Helge;
Martens, Harald.
(2011)
Path modelling by sequential PLS regression.
Journal of Chemometrics
Academic article
-
Mehmood, Tahir;
Martens, Harald;
Sæbø, Solve;
Warringer, Jonas;
Snipen, Lars-Gustav.
(2011)
Mining for genotype-phenotype relations in Saccharomyces using partial least squares.
BMC Bioinformatics
Academic article
-
Mehmood, Tahir;
Martens, Harald;
Sæbø, Solve;
Warringer, Jonas;
Snipen, Lars-Gustav.
(2011)
A Partial Least Squares based algorithm for parsimonious variable selection.
Algorithms for Molecular Biology
Academic article
-
Martens, Harald.
(2011)
The informative converse paradox: Windows into the unknown.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Tøndel, Kristin;
Indahl, Ulf Geir;
Gjuvsland, Arne Bjørke;
Vik, Jon Olav;
Hunter, Peter J;
Omholt, Stig W.
(2011)
Hierarchical Cluster-based Partial Least Squares Regression (HC-PLSR) is an efficient tool for metamodelling of nonlinear dynamic models.
BMC Systems Biology
Academic article
-
Martens, Harald;
Kohler, Achim.
(2010)
Mathematics and measurements for high-throughput quantitative biology, Biological Theory.
Biological Theory
Academic article
-
Tøndel, Kristin;
Gjuvsland, Arne Bjørke;
Måge, Ingrid;
Martens, Harald.
(2010)
Screening design for computer experiments: metamodelling of a deterministic mathematical model of the mammalian circadian clock.
Journal of Chemometrics
Academic article
-
Martens, Harald;
Måge, Ingrid;
Tøndel, Kristin;
Isaeva, Julia;
Høy, Martin;
Sæbø, Solve.
(2010)
Multi-level binary replacement (MBR) design for computer experiments in high-dimensional nonlinear systems.
Journal of Chemometrics
Academic article
-
Bassan, Paul;
Kohler, Achim;
Martens, Harald;
Lee, Joe;
Byrne, Hugh J;
Dumas, Paul.
(2010)
Resonant Mie Scattering (RMieS) correction of infrared spectra from highly scattering biological samples.
The Analyst
Academic article
-
Isaeva, Julia;
Sæbø, Solve;
Wyller, John;
Liland, Kristian Hovde;
Færgestad, Ellen Mosleth;
Bro, Rasmus.
(2010)
Using GEMANOVA to explore the pattern generating properties of the Delta-Notch model.
Journal of Chemometrics
Academic article
-
Martens, Magni;
Veflingstad, Siren;
Plahte, Erik;
Bertrand, Dominique;
Martens, Harald.
(2010)
A sensory scientific approach to visual pattern recognition of complex biological systems.
Food Quality and Preference
Academic article
-
Bassan, Paul;
Kohler, Achim;
Martens, Harald;
Lee, Joe;
Jackson, Edward;
Lockyer, Nicholas.
(2010)
RMieS-EMSC correction for infrared spectra of biological cells: Extension using full Mie theory and GPU computing.
Journal of Biophotonics
Academic article
-
Shi, Zhenqi;
Cogdill, Robert P;
Martens, Harald;
Anderson, Carl A.
(2010)
Optical coefficient-based multivariate calibration on near-infrared spectroscopy.
Journal of Chemometrics
Academic article
-
Berget, Ingunn;
Martens, Harald;
Kohler, Achim;
Sjurseth, Siri Kulberg;
Afseth, Nils Kristian;
Narum, Bjørg.
(2010)
Caprine CSN1S1 haplotype effect on gene expression and milk composition measured by Fourier transform infrared spectroscopy.
Journal of Dairy Science (JDS)
Academic article
-
Afseth, Nils Kristian;
Martens, Harald;
Randby, Åshild T.;
Gidskehaug, Lars Halvor;
Narum, Bjørg;
Jørgensen, Kjetil.
(2010)
Predicting the Fatty Acid Composition of Milk: A Comparison of Two Fourier Transform Infrared Sampling Techniques.
Applied Spectroscopy
Academic article
-
Shapaval, Volha;
Møretrø, Trond;
Suso, Henri-Pierre;
Åsli, Anette Wold;
Schmitt, Jurgen;
Lillehaug, Dag.
(2010)
A high-throughput microcultivation protocol for FTIR spectroscopic characterization and identification of fungi.
Journal of Biophotonics
Academic article
-
Hassani, Sahar;
Martens, Harald;
Qannari, El Mostafa;
Hanafi, Mohamed;
Borge, Grethe iren andersen;
Kohler, Achim.
(2010)
Analysis of -omics data: Graphical interpretation- and validation tools in multi-block methods.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Kohler, Achim;
Böcker, Ulrike;
Warringer, Jonas;
Blomberg, A;
Omholt, Stig W;
Stark, Eran.
(2009)
Reducing Inter-replicate Variation in Fourier Transform Infrared Spectroscopy by Extended Multiplicative Signal Correction.
Applied Spectroscopy
Academic article
-
Grove, Harald;
Færgestad, Ellen Mosleth;
Hollung, Kristin;
Martens, Harald.
(2009)
Improved dynamic range of protein quantification in silver-stained gels by modelling gel images over time.
Electrophoresis
Academic article
-
Daszykowski, M.;
Færgestad, Ellen Mosleth;
Grove, Harald;
Martens, Harald;
Walczak, B.
(2009)
Matching 2D gel electrophoresis images with Matlab 'Image Processing Toolbox'.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Martens, Harald;
Kohler, Achim.
(2009)
Bio-chemometrics: Multivariate data modelling in systems biology.
?
Abstract
-
Wolkenhauer, Olaf;
Lao, Angelyn;
Omholt, Stig W.;
Martens, Harald.
(2009)
Systems approaches in molecular and cell biology: Making sense out of data; providing meaning to models.
Proceedings of SPIE, the International Society for Optical Engineering
Academic article
-
Martens, Harald;
Kohler, Achim.
(2009)
Mathematics and Measurements for High-throughput Quantitative Biology.
Biological Theory
Academic article
-
Martens, Harald;
Veflingstad, Siren;
Plahte, Erik;
Martens, Magni;
Bertrand, Dominique;
Omholt, Stig W.
(2009)
The genotype-phenotype relationship in multicellular pattern-generating models - the neglected role of pattern descriptors.
BMC Systems Biology
Academic article
-
Sæbo, S;
Almøy, T;
Flatberg, Arnar;
Aastvelt, AH;
Martens, H.
(2008)
LPLS-regression: a method for prediction and classification under the influence of background information on predictor variables.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Sæbø, Solve;
Almøy, Trygve;
Flatberg, Arnar;
Aastveit, Are Halvor;
Martens, Harald.
(2008)
LPLS-regression: a method for prediction and classification under the influence of background information on predictor variables.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Rye, Morten Beck;
Færgestad, Ellen Mosleth;
Martens, Harald;
Wold, Jens-Petter;
Alsberg, Bjørn Kåre.
(2008)
An improved pixel-based approach for analyzing images in two-dimensional gel electrophoresis.
Electrophoresis
Academic article
-
Kohler, Achim;
Sule-Suso, J.;
Sockalingum, Ganesh D.;
Tobin, M.;
Bahrami, F.;
Yang, Y.
(2008)
Estimating and correcting Mie scattering in synchrotron-based microscopic Fourier transform infrared spectra by extended multiplicative signal correction.
Applied Spectroscopy
Academic article
-
Wold, Svante;
Høy, Martin;
Martens, Harald;
Trygg, Johan;
Westad, Frank;
MacGregor, John.
(2008)
The PLS model space revisited.
Journal of Chemometrics
Letter to the editor
-
Rye, Morten Beck;
Feargestad, EM;
Martens, H;
Wold, JP;
Alsberg, Bjørn Kåre.
(2008)
An improved pixel-based approach for analyzing images in two-dimensional gel electrophoresis.
Electrophoresis
Academic article
-
Martens, Magni;
Martens, Harald.
(2008)
The senses linking mind and matter.
Mind and Matter
Academic article
-
Mosleth, Ellen Færgestad;
Rye, Morten Beck;
Walczak, Beata;
Gidskehaug, Lars;
Wold, Jens Petter;
Grove, Harald.
(2007)
Pixel-based analysis of multiple images for the identification of changes: A novel approach applied to unravel proteome patters of 2-D electrophoresis gel images.
Proteomics
Academic article
-
Frandsen, L.W.;
Dijksterhuis, Garmt;
Martens, Harald;
Martens, Magni.
(2007)
Consumer evaluation of milk authenticity explained both by consumer background characteristics and by product sensory descriptors.
Journal of sensory studies
Academic article
-
Indahl, Ulf;
Martens, Harald;
Næs, Tormod.
(2007)
From dummy regression to prior probabilities in PLS-Da.
Journal of Chemometrics
Academic article
-
Kohler, Achim;
Bertrand, Dominique;
Martens, Harald;
Hannesson, K.O.;
Kirschner, Carolin;
Ofstad, Ragni.
(2007)
Multivariate image analysis of a set of FTIR microspectroscopy images of aged bovine muscle tissue combining image and design information.
Analytical and Bioanalytical Chemistry
Academic article
-
Bitnes, Janna Myrvold;
Martens, Harald;
Ueland, Øydis;
Martens, Magni.
(2007)
Longitudinal study of taste identification of sensory panellists: Effect of Ageing, Experience and Exposure.
Food Quality and Preference
Academic article
-
Frandsen, L.W.;
Dijksterhuis, Garmt;
Martens, Harald;
Martens, Magni.
(2007)
CONSUMER EVALUATION OF MILK AUTHENTICITY EXPLAINED BOTH BY CONSUMER BACKGROUND CHARACTERISTICS AND BY PRODUCT SENSORY DESCRIPTORS.
Journal of sensory studies
Academic article
-
Martens, Harald;
Kohler, Achim;
Afseth, Nils Kristian;
Wold, Jens-Petter;
Hersleth, Margrethe;
Berget, Ingunn.
(2007)
High-throughput Measurements for Functional Genomics of Milk.
Journal of Animal and Feed Sciences
Academic article
-
Færgestad, Ellen M.;
Rye, Morten;
Walczak, Beata;
Gidskehaug, Lars;
Wold, Jens Petter;
Grove, Harald.
(2007)
PNM-hased analysis of multiple images for the identification changes: A novel approach applied to unravel proteome patters of 2-D electrophoresis gel images.
Proteomics
Academic article
-
Anderssen, Endre;
Dyrstad, Knut;
Westad, Frank;
Martens, Harald.
(2006)
Reducing over-optimism in variable selection by cross-model validation.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Anderssen, Endre;
Dyrstad, Knut;
Westad, Frank;
Martens, Harald.
(2006)
Reducing over-optimism in variable selevcion by cross-model validation.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Thennadil, SN;
Martens, Harald;
Kohler, Achim.
(2006)
Physics-based multiplicative scatter correction approaches for improving the performance of calibration models.
Applied Spectroscopy
Academic article
-
Grove, Harald;
Hollung, Kristin;
Uhlen, Anne Kjersti;
Martens, Harald;
Færgestad, Ellen .
(2006)
Challenges related to analysis of protein spot volumes from two-dimensional gel electrophoresis as revealed by replicate gels.
Journal of Proteome Research
Academic article
-
Bruun, Susanne W;
Kohler, Achim;
Adt, Isabelle;
Sockalingum, Ganesh D.;
Manfait, Michel;
Martens, Harald.
(2006)
Correcting attenuated total reflection-Fourier transform infrared spectra for water vapor and carbon dioxide.
Applied Spectroscopy
Academic article
-
Hollung, Kristin;
Øverland, Margareth;
HRUSTIC, MILICA;
SEKULIC, PETAR;
MILADINOVIC, JEGOR;
Martens, Harald.
(2006)
Correction. Evaluation of nonstarch polysaccharides and oligosaccharide content of different soyabean (Glycine max) by near-infrared spectroscopy and proteomics.
Journal of Agricultural and Food Chemistry
Letter to the editor
-
Chou, I-Chun;
Voit, Eberhard;
Martens, Harald.
(2006)
Parameter estimation in biochemical systems models with alternating regression.
Theoretical Biology Medical Modelling
Academic article
-
Oust, Astrid;
Moen, Birgitte;
Martens, Harald;
Rudi, Knut;
Næs, Tormod;
Kirschner, Carolin.
(2006)
Analysis of covariance patterns in gene expression data and FT-IR spectra.
Journal of Microbiological Methods
Academic article
-
Hollung, Kristin;
Øverland, Margareth;
MILADINOVIC, JEGOR;
Martens, Harald;
Narum, Bjørg;
Sahlstrøm, Stefan.
(2006)
Evaluation of non-starch polysaccharides and oligosaccharide content of different soybean varieties (Glycine max) by near infrared spectroscopy.
NIR news
Article in business/trade/industry journal
-
Martens, Harald;
Bruun, Susanne W;
Adt, Isabelle;
Sockalingum, Ganesh D.;
Kohler, Achim.
(2006)
Pre-processing in biochemometrics: Correction for path-length and temperature effects of water in FTIR bio-spectroscopy by EMSC.
Journal of Chemometrics
Academic article
-
Martens, Harald;
Anderssen, Endre;
Flatberg, Arnar;
Gidskehaug, Lars Halvor;
Hoy, M;
Westad, Frank.
(2005)
Regression of a data matrix on descriptors of both its rows and of its columns via latent variables: L-PLSR.
Computational Statistics & Data Analysis
Academic article
-
Martens, Harald;
Anderssen, Endre;
Flatberg, Arnar;
Gidskehaug, Lars;
Høy, Martin;
Westad, Frank.
(2005)
Regression of a data matrix on descriptors of both its rows and of its columns via latent variables: L-PLSR.
Computational Statistics & Data Analysis
Academic article
-
Dijksterhuis, Garmt;
Martens, Harald;
Martens, Magni.
(2005)
Combined Procrustes Analysis and PLSR for internal and external mapping of data from multiple sources.
Computational Statistics & Data Analysis
Academic article
-
Kohler, Achim;
Kirschner, Carolin;
Oust, Astrid;
Martens, Harald.
(2005)
EMSC as a tool for sepraration and characterisation of physical and chemical information in FR-IR microscopy images of cryo-sections of beef loin.
Applied Spectroscopy
Academic article
-
Hollung, Kristin;
Øverland, Margareth;
HRUSTIC, MILICA;
SEKULIC, PETAR;
MILADINOVIC, JEGOR;
Martens, Harald.
(2005)
Evaluation of non-starch polysaccharides and oligosaccharide content of different soybean varieties (Glycine max) by near-infrared spectroscopy and proteomics.
Journal of Agricultural and Food Chemistry
Academic article
-
Decker, M;
Nielsen, P.V.;
Martens, Harald.
(2005)
Near-infrared spectra of Penicillium camemberti strains separated by Extended Multiplicative Signar Correction improved prediction of physical and chemical variations.
Applied Spectroscopy
Academic article
-
Kohler, Achim;
Kirschner, C.;
Oust, A;
Martens, Harald.
(2005)
Extended multiplicative signal correction as a tool for separation and characterization of physical and chemical information in fourier transform infrared microscopy images of cryo-sections of beef loin.
Applied Spectroscopy
Academic article
-
Gidskehaug, Lars Halvor;
Stodkilde-Jorgensen, H;
Martens, Magni;
Martens, Harald Aagaard.
(2004)
Bridge-PLS regression: two-block bilinear regression without deflation.
Journal of Chemometrics
Academic article
-
Martens, Harald;
Martens, Magni;
Gidskehaug, Lars;
Stødkilde-Jørgensen, Hans.
(2004)
Bridge-PLS Regression: Two-block bilinear regression without deflation.
Journal of Chemometrics
Academic article
-
Færgestad, Ellen ;
Flæte, Nina Solheim;
Magnus, Ellen Merethe;
Hollung, Kristin;
Martens, Harald;
Uhlen, Anne Kjersti.
(2004)
Relationships between storage protein composition, protein content, growing season and flour quality of bread wheat.
Journal of the Science of Food and Agriculture
Academic article
-
Bjørnstad, Åsmund;
Grønnerød, Siri;
Mac Key, James;
Tekauz, Andy;
Crossa, Jose;
Martens, Harald.
(2004)
Resistance to barley scald (Rhynchosporium secalis) in the Ethiopian donor lines 'Steudelli' and 'Jet', analyzed by partial least squares regression and interval mapping.
Hereditas
Academic article
-
Bjørnstad, Åsmund;
Westad, Frank;
Martens, Harald.
(2004)
Analysis of genetic marker-phenotype relationships by jack-knifed partial least squares regression (PLSR).
Hereditas
Academic article
-
Martens, Harald;
Anderssen, Endre;
Flatberg, Arnar;
Gidskehaug, Lars Halvor;
Høy, Martin;
Westad, Frank.
(2003)
Regressing a matrix on descriptors of both its rows and columns, by low-rank L-PLS Regression.
Computational Statistics & Data Analysis
Academic article
-
Martens, Harald;
Gidskehaug, Lars Halvor;
OSullivan, MG;
Byrne, DV;
Andersen, HJ.
(2003)
Evaluation of pork colour: prediction of visual sensory quality of meat from instrumental and computer vision methodsof colour analysis.
Meat Science
Academic article
-
Westad, Frank;
Hersleth, Margrethe;
Lea, Per;
Martens, Harald.
(2003)
Variable selection in PCA in sensory descriptive and consumer data.
Food Quality and Preference
Academic article
-
Høy, Martin;
Westad, Frank Ove;
Martens, Harald.
(2002)
Combining bilinear modelling and ridge regression.
Journal of Chemometrics
Academic article
-
Martens, Harald;
Høy, Martin;
Westad, Frank Ove;
Folkenberg, Ditte;
Martens, Magni.
(2001)
Analysis of designed experiments by stabilised PLS Regression and jack-knifing.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Westad, Frank Ove;
Martens, Harald.
(2000)
Variable selection in near infrared spectroscopy based on significance testing in partial least squares regression.
Journal of Near Infrared Spectroscopy
Academic article
-
Høy, Martin;
Steen, Kay;
Martens, Harald Aagaard.
(1998)
Review of partial least squares regression prediction error in Unscrambler.
Chemometrics and Intelligent Laboratory Systems
Academic article
Part of book/report
-
Vitale, Raffaele;
Stefansson, Petter;
Marini, Federico;
Ruckebusch, Cyril;
Burud, Ingunn;
Martens, Harald Aagaard.
(2020)
Fast Analysis, Processing and Modeling of Hyperspectral Videos:
Challenges and Possible Solutions.
Elsevier
Academic chapter/article/Conference paper
-
Stefansson, Petter;
Fortuna, João;
Rahmati, Hodjatolah;
Burud, Ingunn;
Konevskikh, Tatiana;
Martens, Harald Aagaard.
(2020)
Hyperspectral time series analysis: hyperspectral image data streams interpreted by modeling known and unknown variations.
Elsevier
Academic chapter/article/Conference paper
-
Mosleth, Ellen Færgestad;
McLeod, Anette;
Rud, Ida;
Axelsson, Lars ;
Solberg, Lars Erik;
Moen, Birgitte.
(2020)
Analysis of Megavariate Data in Functional Omics.
Elsevier
Academic chapter/article/Conference paper
-
Skjaervold, Nils Kristian;
Brovold, Helge;
Rahmati, Hodjatolah;
Martens, Harald;
Tøndel, Kristin;
Cedersund, Gunnar.
(2017)
Multivariate Analyses and the Bridging of Biology's ‘Math-Gap’.
John Wiley & Sons
Academic chapter/article/Conference paper
-
Martens, Harald;
Tøndel, Kristin;
Tafintseva, Valeria;
Kohler, Achim;
Plahte, Erik;
Vik, Jon Olav.
(2013)
PLS-Based Multivariate Metamodeling of Dynamic Systems.
Springer
Academic chapter/article/Conference paper
-
Martens, Harald;
Geladi, Paul.
(2011)
Multivariate calibration.
John Wiley & Sons
Academic chapter/article/Conference paper
-
Kohler, Achim;
Afseth, Nils Kristian;
Jørgensen, Kjetil;
Randby, Åshild Taksdal;
Martens, Harald.
(2010)
Quality analysis of milk by vibrational spectroscopy.
John Wiley & Sons
Academic chapter/article/Conference paper
-
Kohler, Achim;
Afseth, Nils Kristian;
Martens, Harald.
(2010)
Chemometrics in biospectroscopy.
John Wiley & Sons
Academic chapter/article/Conference paper
-
Kohler, Achim;
Martens, Harald;
Segtnan, Vegard;
Zimonja, Monika.
(2010)
Standard Normal Variate, Multiplicative Signal Correction and Extended Multiplicative Signal Correction Preprocessing in Biospectroscopy.
Elsevier
Academic chapter/article/Conference paper
-
Færgestad, Ellen Mosleth;
Langsrud, Øyvind;
Høy, Martin;
Hollung, Kristin;
Sæbø, Solve;
Liland, Kristian Hovde.
(2010)
Analysis of megavariate data in functional genomics,.
Elsevier
Academic chapter/article/Conference paper
-
Sæbø, Solve;
Martens, Magni;
Martens, Harald.
(2010)
Three-block data modeling by endo- and exo-LPLS Regression.
Springer Science+Business Media B.V.
Academic chapter/article/Conference paper
-
Martens, Harald.
(2009)
Domino PLS: A framework for multi-directional path modeling.
Springer
Academic chapter/article/Conference paper
-
Martens, Magni;
Frøst, M.B.;
Martens, Harald.
(2009)
Consumer attitudes to health and pleasure - survey data studied by PLSR.
Springer
Academic chapter/article/Conference paper
-
Martens, Harald.
(2009)
Non-linear multivariate dynamics modelled by PLSR.
Chapter
-
Martens, Harald;
Kohler, Achim;
Naterstad, Kristine.
(2008)
Interpreting several types of measurements in bioscience.
John Wiley & Sons
Academic chapter/article/Conference paper
-
Martens, Magni;
Tenenhaus, M.;
Vinzi, V.E.;
Martens, Harald.
(2007)
The use of partial least squares methods in new food product development.
Woodhead Publishing Limited
Academic chapter/article/Conference paper
-
Martens, Harald;
Veflingstad, Siren;
Plahte, Erik;
Bertrand, Dominique;
Martens, Magni;
Omholt, Stig W..
(2007)
Chemometrics and Sensometrics for better mathematics in system biology.
Chapter
Report
-
Nhek, Sarin;
Indahl, Ulf Geir;
Mosleth, Ellen Færgestad;
Martens, Harald;
Høy, Martin.
(2013)
Improving 2DE proteomics by computerized image analysis.
UMB
Doctoral dissertation
Teaching
Retired, but gives several popularized science lectures and guest lectures each year, both in Norway and in other countries.
Outreach
2024
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PosterMalegori, Cristina; de Oliveira, Rodrigo Rocha; Martens, Harald; Burud, Ingunn; Oliveri, Paolo. (2024) The effect of particle size on NIR spectral profiles: how to understand and manage light scattering. IASIM 2024 2024-07-06 - 2024-07-10
2019
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Academic lectureFuglerud, Silje Skeide; Milenko, Karolina Barbara; Ellingsen, Reinold; Aksnes, Astrid; Martens, Harald Aagaard; Hjelme, Dag Roar. (2019) Aqueous glucose sensing by fiber-based near-infrared spectroscopy. Nofima Scandinavian symposium on Chemometrics 16 , Oslo 2019-06-17 - 2019-06-20
2016
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Academic lectureFortuna, João; Martens, Harald. (2016) Multivariate Data Modelling for De-shadowing of Airborne Hyperspectral Imaging. International Association for Spectral Imaging IASIM-2016, 6th International Conference in Spectral Imaging , Chamonix-Mont-Blanc 2016-07-03 - 2016-07-06
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Academic lectureMartens, Harald. (2016) BIG DATA: Keeping humans in the loop . "La revolució del Big Data en la Química" BIG DATA: Keeping humans in the loop , Barcelona 2016-12-14 - 2016-12-14
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Popular scientific lectureMartens, Harald. (2016) Big Data i kjemi - Mer matte, statistikk og informatikk, takk! men mindre macho-matematikk, Gucci-statistikk og Blind maskinæring. Høiskolens kjemikerforening, NTNU Seminar 2016-11-06 - 2016-11-06
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Academic lectureMartens, Harald. (2016) Nonlinear integrative subspace cybernetics (NISC) in the biosciences. NTNU Workshop on Machine Learning and Neuroscience , Med.fac. NTNU 2016-01-07 - 2016-01-07
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Academic lectureMartens, Harald; Fortuna, João; Reberg, Jan Otto; Skjaervold, Nils Kristian. (2016) Høydimesjonale datastrømmer i helsesektoren. StOlavs HelsIT , Trondheim 2016-08-28 - 2016-08-29
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Academic lectureMartens, Harald. (2016) Brobygging mellom medisin og matematikk. HelseFørde FjordOmics: Medisinsk informasjonsrevolusjon , Førde 2016-05-02 - 2016-05-03
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Academic lectureMartens, Harald. (2016) Høydimensjonale datastrømmmer: Ikke Gucci-statistikk ikke Macho-matematikk ikke Blind Maskinlæring, men heller Rhythm & Blues fra data. Studentersamfunnet NTNU Eksenter-aften i studenersamfunnet, Trondheim , Trondheim 2016-10-06 - 2016-10-06
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Academic lectureMartens, Harald; Fortuna, João. (2016) Hyperspectral video: compression & comprehension. French Statistical Society /Chemometrics Invitation Chemometrics & Statistics in Image Analysis 2016-11-03 - 2016-11-03
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Academic lectureFortuna, João; Martens, Harald. (2016) Multivariate Data Modelling for deshadowing and On-The-Fly self-modelling. NTNU ITK Remote sensing , Trondheim 2016-09-28 - 2016-09-28
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Academic lectureMartens, Harald. (2016) Bedre oversikt og mer presise alarmer i intensivovervåking ved bruk av myk datamodellering. Høgskolen i Lillehammer HelsIT , Lillehammer 2016-04-19 - 2016-04-20
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Popular scientific lectureMartens, Harald. (2016) Rhythm & Blues i Big Data: Matematikk uten tårer. NTNU Åpen Dat , Trondheim 2016-04-27 - 2016-04-27
2015
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LectureRahmati, Hodjatolah; Martens, Harald; Aamo, Ole Morten; Stavdahl, Øyvind; Støen, Ragnhild; Adde, Lars. (2015) Frequency-Based Features for Early Cerebral Palsy Prediction. The 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society 2015-08-25 - 2015-08-29
2014
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Academic lectureMartens, Harald; Fougner, Anders Lyngvi; Rahmati, Hodjatolah; Stavdahl, Øyvind; Aamo, Ole Morten. (2014) From measurements to models and back – and forth. NTNU Virtual Physiological Human Conference 2014 , Trondheim 2014-09-09 - 2014-09-12
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Academic lectureMartens, Harald. (2014) The importance of spectral preprocessing in data analysis for aquaphotomics. Kobe University,JP 5th Kobe University Brussels European Centre Symposium: Innovation, Environment and Globalization. Latest EU-Japan Research Collaboration , Brussels 2014-10-14 - 2014-10-15
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LectureMartens, Harald. (2014) Separating physics from chemistry in optimcal measurements bo Optimized EMSC. the Council for Near Infrared Spectroscopy 17th Internatl Diffuse Reflectance conference, Chambersburg PA , Chambersburg, Penn 2014-08-02 - 2014-08-08
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Academic lectureMartens, Harald. (2014) Sparse nominal-level PLSR with interactions. From time series data to nonlinear differential equation model. CNAM ( http://www.cnam.eu ) and ESSEC Business School ( htt PLS 2014 - Partial Least Squares and Related Methods Conference is , Paris 2014-05-26 - 2014-05-28
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Academic lectureMartens, Harald. (2014) Measurement and modelling in six domains. International Association for Spectral Imaging 5th IASIM conference in spectral imaging , Roma 2014-12-03 - 2014-12-05
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Academic lectureMartens, Harald. (2014) From Measurements to Models and back – and forth. NTNU Virtual Human Physiome (VPH'14) , Trondheim 2014-09-09 - 2014-09-12
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Academic lectureMartens, Harald. (2014) Multivariate soft modelling in hyperspectral imaging and hyperspectral video. Joint BM1205 COST Action and NTNU workshop on Hyperspectral imaging in medicine 2014-05-06 - 2014-05-07
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LectureMartens, Harald. (2014) Storing massive amounts of multichannel measurements in a searchable, but strongly compressed format. ANAEE ANAEE Computational Database Workshop , Oslo 2014-03-18 -
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Academic lectureMartens, Harald. (2014) Modelometrics=Multivariate Metamodelling. Norsk Kjemisk Selskap, Kjemometrisk faggruppe Årsmøte, Kjemometrisk faggruppe , Bergen 2014-04-04 -
2013
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PosterMartens, Harald; Tøndel, Kristin; Wu, Tim; Omholt, Stig W. (2013) What does my model really do, - how can I improve it and speed it up, - what are its best parameter values, and how sure can I be about all of this?. Mathematical Methods and Modeling of Biophysical Phenomena , Rio de Janeiro 2013-03-04 - 2013-03-08
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Academic lectureShapaval, Volha; Böcker, Ulrike; Forsmark, A; Andersson, M; Warringer, Jonas; Martens, Harald. (2013) Fourier transform infrared spectroscopy for high-throughput phenotyping of Saccharomyce cereviseae. Yeast 2013 , Frankfurt 2013-08-29 - 2013-09-03
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Academic lectureWu, T; Martens, Harald; Hunter, P; Mithraratne, Kumar. (2013) Estimating Muscle Activation Patterns using a Surrogate Model of Facial Biomechanics. The 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'13) , Osaka 2013-07-03 - 2013-07-07
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LectureMartens, Harald. (2013) NIR: From Dirty Data to Clean Information. NIR 2013 , Montpellier 2013-06-05 - 2013-06-06
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Popular scientific lectureMartens, Harald. (2013) Matematikk på levende organismer. Biologien innbyr til engasjerende hands-on erfaring med kvantitative metoder Realfag passer for mange, mange fler!. MNT-konferanse , Trondheim 2013-03-12 - 2013-03-13
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Popular scientific lectureMartens, Harald. (2013) Nytt perspektiv på statistikkutdanningen: Verktøy til å se verden med. Nytt perspektiv på statistikkutdanningen: Verktøy til å se verden med. Den nasjonale ressursgruppen for CSE , Trondheim 2013-02-27 - 2013-02-27
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Popular scientific lectureMartens, Harald. (2013) For mye data- for lite informasjon. Rotary møte , Ås 2013-09-28 - 2013-09-28
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PosterMartens, Harald; Tøndel, Kristin; Wu, Tim; Omholt, Stig W. (2013) What does my model really do, - how can I improve it and speed it up, - what are its best parameter values, and how sure can I be about all of this?. Scandinavian Symposium on Chemometrics , Stockholm 2013-06-01 - 2013-06-02
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Popular scientific lectureMartens, Harald. (2013) For mye data- for lite informasjon. CAMO brukermøte , Trondheim 2013-11-14 - 2013-11-14
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Popular scientific lectureMartens, Harald. (2013) Om macho-modellering, meta-modellering og tvilens struktur i beregningsbiologi. Matematisk feilernæring i naturvitenskapene kan stenge for kjærligheten til sannhet og sunnhet. Vitenparken Pecha Kucha foredrag , Ås 2013-08-08 - 2013-08-08
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LectureMartens, Harald; Tøndel, Kristin. (2013) What does my model really do, - how can I improve it and speed it up, - what are its best parameter values, and how sure can I be about all of this?. Scandinavian Symposium on Chemometrics (ssc13) , Stockholm 2013-06-01 - 2013-06-02
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Popular scientific lectureMartens, Harald. (2013) Meta-modelling in mathematical biology. CAMO user meeting , Berlin 2013-04-24 - 2013-04-24
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PosterMartens, Harald; Tafintseva, Valeria; Isaeva, Julia; Nhek, Sarin; Nordbø, Øyvind; Tøndel, Kristin. (2013) Computational Biology and the Structure of Doubt. International Conference on Systems Biology (ICSB) , Copenhagen 2013-08-30 - 2013-09-03
2012
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Academic lectureTafintseva, Valeria; Tøndel, Kristin; Ponossov, Arkadi; Martens, Harald. (2012) Inverse problem for models with many-to-one ambiguity. The Wallenburg Research Centre at Stias 2nd African-European Conference on Chemometrics (Afrodata 2012). , Stellenbosch 2012-11-19 - 2012-11-23
2011
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PosterLiland, Kristian Hovde; Sæbø, Solve; Høy, Martin; Martens, Harald. (2011) Distribution based truncation in multivariate calibration. 12th Scandinavian Symposium on Chemometrics , Billund 2011-06-07 - 2011-06-10
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Academic lectureMehmood, Tahir; Martens, Harald; Sæbø, Solve; Warringer, Jonas; Snipen, Lars-Gustav. (2011) Feature Construction from Sequence Data for Revealing Genotype-Phenotype Relations. Bioinformatics for Young Scientists (BFYS) 2011 2011-03-16 - 2011-03-18
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Academic lectureIsaeva, Julia; Sæbø, Solve; Wyller, John Andreas; Wolkenhauer, Olaf; Nhek, Sarin; Martens, Harald. (2011) New non-iterative method of fitting nonlinear mathematical models to massive amounts of data. Norwegian Chemometrics Society Høstmøte i kjemometri , Lillestrøm 2011-09-29 - 2011-09-29
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Academic lectureIsaeva, Julia; Martens, Magni; Sæbø, Solve; Wyller, John Andreas; Martens, Harald. (2011) Metamodel of curvature and its application to interpretation and prediction of function parameters. Specmod Specmod seminar , Ås 2011-05-31 - 2011-05-31
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Academic lectureMartens, Harald. (2011) Mål mange topper – kjemometrien gir selektivitet og oppdagergledeJo mer data, jo mindre informasjon – med mindre vi kan tolke dataene. Norsk Kjemisk Selskap Lab’11, ANALYTISK KJEMI "Analytisk kjemi anvendt på mat, miljø og mennesker" , Lillestrøm, 2011-09-29 - 2011-09-29
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Academic lectureMartens, Harald; Tøndel, Kristin; Vik, Jon Olav; Isaeva, Julia; Sæbø, Solve; Kohler, Achim. (2011) Making the modeller's life easier: Assessing, comparing and simplifying high-dimensional mathematical models by multivariate bi-linear metamodelling. Fysikalsk Kjemi, NTNU Seminar, NTNU , Trondheim 2011-05-27 - 2011-05-27
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Academic lectureMartens, Harald. (2011) The Informative Converse paradox: Windows into the unknown. Norsk Statististisk Forening Statistisk konferanse , Røros 2011-05-14 - 2011-05-17
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Academic lectureMartens, Harald. (2011) The Informative Converse paradox: Windows into the unknown. UMB- CauSci project Workshop on Causation in Science, UMB, Ås Norway, Oct 17-20 2011 , Ås 2011-10-17 - 2011-10-21
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Academic lectureMartens, Harald; Tøndel, Kristin; Isaeva, Julia; Vik, Jon Olav; Gjuvsland, Arne Bjørke; Plahte, Erik. (2011) Multivariate metamodelling for simplifying complex mathematical models in biology. U. Oxford 4th Cardiac Physiome Workshop, Merton College, Oxford, 8 –10 July 2011. , Oxford,Merton College 2011-07-08 - 2011-07-10
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Academic lectureMartens, Harald. (2011) Uventede fenomener i måledata: Hva kan vi observere og hva kan vi ikke observere?. Norsk kjemisk selskap/kjemometri Lab 11, årsmøte Faggruppe for kjemometri , Lillesrøm 2011-09-29 - 2011-09-29
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Academic lectureMartens, Harald. (2011) Kjemometri = teknologi og epistemologi. Faggruppe for Kjemometri,NKS Møte, Faggruppe for Kjemometri,NKS , Trondheim, NTNU 2011-04-04 - 2011-04-04
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Academic lectureMartens, Harald. (2011) Fra en analyse per prøve til tusen: Hva gjør jeg, og hvorfor?. Norsk kjemisk selskap/FENT Lab 11, Årsmøte FENT , Lillestrøm 2011-09-29 - 2011-09-29
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Academic lectureIsaeva, Julia; Sæbø, Solve; Wyller, John Andreas; Wolkenhauer, Olaf; Nhek, Sarin; Martens, Harald. (2011) Fitting of nonlinear models by fast direct look-up. University of Bergen Bioinformatics Forum for Young Scientists , Ullensvang, Hardanger 2011-03-16 - 2011-03-18
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Academic lectureIsaeva, Julia; Sæbø, Solve; Wyller, John Andreas; Wolkenhauer, Olaf; Nhek, Sarin; Martens, Harald. (2011) Fitting of nonlinear models to massive amounts of data by new fast bi-linear method. 16th Norwegian Statistical Conference , Røros 2011-06-14 - 2011-06-17
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Academic lectureIsaeva, Julia; Sæbø, Solve; Wyller, John Andreas; Wolkenhauer, Olaf; Nhek, Sarin; Martens, Harald. (2011) New non-iterative method of fitting non-linear mathematical models to massive amounts of data. The Danih Chemometric Society 12th Scandinavian Symposium on Chemometrics , Billund 2011-06-08 - 2011-06-10
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Academic lectureHassani, Sahar; Martens, Harald; Qannari, El Mostafa; Borge, Grethe Iren Andersen; Kohler, Achim. (2011) Analysis of metabolomics data by means of multi-block methods. Metabolic Profiling Forum Metabomeeting 2011 , Helsinki 25 - 28.09.11 2011-09-25 - 2011-09-28
2010
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Academic lectureMartens, Harald; Isaeva, Julia; Sæbø, Solve. (2010) A Shape Database for Fast and Objective Estimation of Complex Models. Det 21. Norske kjemometrisymposium , Hotel Sundvolden 2010-03-08 - 2010-03-10
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Academic lectureMartens, Harald; Sæbø, Solve; Isaeva, Julia. (2010) A shape database for fast and objective estimation of complex models. First African-European Conference on Chemometrics: Data Modelling in Biological Sciences and Industrial Processing , Rabat, Morocco 2010-09-20 - 2010-09-24
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Academic lectureMehmood, Tahir; Martens, Harald; Sæbø, Solve; Warringer, Jonas; Snipen, Lars. (2010) The Eliminator - A bootstrap -based algorithm for variable selection in Partial Least Squares. Afrodata: First African European Conference on Chemometrics , Rabat, Morocco 2010-09-20 - 2010-09-24
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Academic lectureLiland, Kristian Hovde; Høy, Martin; Martens, Harald. (2010) Truncated PLS. 21st Norwegian Symposium on Chemometrics , Sundvollen 2010-03-08 - 2010-03-10
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Academic lectureNæs, Tormod; Tomic, Oliver; Mevik, Bjørn-Helge; Martens, Harald. (2010) Path modelling by sequential PLS regression. 10th Sensometrics Meeting , Rotterdam 2010-07-25 - 2010-07-28
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Academic lectureNæs, Tormod; Tomic, Oliver; Mevik, Bjørn-Helge; Martens, Harald. (2010) Path modelling by sequential PLS regression. Gjesteforelesning at Department of Statistics at University , Copenhagen 2010-11-09 - 2010-11-09
2009
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Academic lectureIsaeva, Julia; Wyller, John; Sæbø, Solve; Liland, Kristian Hovde; Færgestad, Ellen Mosleth; Bro, Rasmus. (2009) Using GEMANOVA to explore the properties of dynamical systems models. 11th Scandinavian Symposium on Chemometrics , Loen/Stryn, Norge 2009-06-08 - 2009-06-11
2008
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PosterFærgestad, Ellen Mosleth; Høy, Martin; Grove, Harald; Gidskehaug, Lars; Moldestad, Anette Aamodt; Hollung, Kristin. (2008) An improved and rapid method for analysis of 2-DE images; a pixel based approach. FROM GENOME TO PROTEOME: INTEGRATION AND PROTEOME COMPLETION , Siena, Italy 2008-08-31 - 2008-09-04
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PosterMartens, Harald. (2008) Fettsyresammensetning i melkefett fra Milkoscan og andre biospektroskopiske hurtigmålinger. Mer og bedre grovfôr som basis for norsk kjøtt- og mjølkeproduksjon , UMB, Ås 2008-05-27 - 2008-05-27
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Academic lectureMartens, Harald. (2008) Functional genomics and bio-spectroscopy for optimized milk and meat quality. Spec2008 , San Jose dos Campos Brazil 2008-10-28 - 2008-11-02
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PosterMartens, Harald; Sæbø, Solve; Wyller, John; Liland, Kristian Hovde; Færgestad, Ellen Mosleth; Bro, Rasmus. (2008) Exploring the parameter properties of the Delta-Notch model using GEMANOVA on sensory data from generated images. 9th International Conference on Systems Biology, ICSB2008 , Gøteborg 2008-08-25 - 2008-08-28
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PosterMartens, Harald; Martens, Magni; Veflingstad, Siren; Plahte, Erik; Omholt, Stig W.. (2008) Exploration of a high-dimensional model in systems biology: The Delta/Notch non-linear dynamic model for cell differentiation. 9th International Conference on Systems Biology, ICSB2008 , Gøteborg 2008-08-25 - 2008-08-28
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Academic lectureMartens, Harald. (2008) MULTIVARIAT KALIBRERING ¿ på nytt besøk. Norsk Kjemometrisk Selskaps årlige kongress , Voss 2008-05-03 - 2008-05-05
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Academic lectureMartens, Harald. (2008) Nonlinear dynamics and multtivariate chemometrics. Forskerskolen i systembiologi, CIGENE/IMT/UMB utenTitteltekst , IMT, UMB 2008-05-16 - 2008-05-16
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PosterMartens, Harald; Kohler, Achim; Narum, Bjørg; Randby, Åshild T.; Olsen, Hanne Gro; Jørgensen, Kjetil. (2008) Bio-spectroscopy and functional genomics for optimized milk and meat quality. Franske kjemometriske selskaps årsmøte , Lyon, Frankrike 2008-04-22 - 2008-04-25
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PosterMartens, Harald; Høy, Martin; Grove, Harald; Moldestad, Anette; Hollung, Kristin; Rye, Morten Beck. (2008) An improved and rapid method for analysis of 2-DE images; a pixel based approach. 8, Siena Meeting: From genome to proteome , Siena, italy 2008-08-28 - 2008-09-04
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Academic lectureMartens, Harald. (2008) Explorative mathematics: Multivariate study of the behaviour of a high-dimensional non-linear dynamic model in systems biology. Prof. Inge Helland, Mat.Nat. utenTitteltekst , Universitetet i Oslo 2008-02-28 - 2008-02-28
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PosterMartens, Harald; Kohler, Achim; Lien, Sigbjørn; Indahl, Ulf; Aass, Laila; Randby, Åshild T.. (2008) Functional genomics and bio-spectroscopy for optimized milk and meat quality. SPEC2008 , San Jose Dos Campos, Brazil 2008-10-28 - 2008-10-31
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Academic lectureMartens, Harald; Kohler, Achim. (2008) Bio-spectroscopy and bio-chemometrics: High-throughput metabolic profiling for integrative genetics. Franske kjemometriske selskaps årskonferanse , Lyon, Frankrike 2008-04-08 - 2008-04-08
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PosterMartens, Harald; Gjuvsland, Arne Bjørke; Kohler, Achim; Plahte, Erik; Omholt, Stig W.. (2008) Elucidation of control structures by multivariate dynamic data-modelling. 9th International Conference on Systems Biology ICSB2008 , Gøteborg 2008-08-25 - 2008-08-28
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Academic lectureMartens, Harald. (2008) Elucidation of control structures by multivariate dynamic data-. prof. Olaf Wolkenhauer, University of Rostoc utenTitteltekst , U. Rostock, Tyskland 2008-11-08 - 2008-11-09
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Academic lectureMartens, Harald. (2008) Bio-chemometrics: Finding dynamics and harmonics in the cacophony of data from molecular biology. Measuring Biology ¿ Quantitative Methods: Past and Future. Altenberg Workshop of Theoretical Biology , Konrad Lorentz Institute, Altenberg(Wien), Østerrike 2008-09-11 - 2008-09-14
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PosterSæbø, Solve; Wyller, John; Isaeva, Julia; Liland, Kristian Hovde; Færgestad, Ellen Mosleth; Bro, Rasmus. (2008) Exploring the parameter properties of the Delta-Notch model using GEMANOVA on sensory data from generated images. International Conference on Systems Biology , Gothenburg, Sweden 2008-08-23 - 2008-08-27
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Academic lecturePerisic, Nebojsa; Afseth, Nils Kristian; Ofstad, Ragni; Martens, Harald; Böcker, Ulrike; Kohler, Achim. (2008) Study of food matrix and water interactions by spectroscopic techniques. Spec2008, São Jose dos Campos , São Paolo 2008-10-26 - 2008-10-29
2007
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PosterMartens, Harald; Høy, Martin. (2007) PLS withour LS. 5th International Symposium on PLS and related methods , Ås, Norway 2007-09-03 - 2007-09-05
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PosterMartens, Harald; Tenenhaus, M.; Vinzi, V.E.; Bookstein, Fred; Martens, Magni. (2007) Three PLS cultures, one PLS principle. 5th International Symposium on PLS and related methods , Ås, Norway 2007-09-03 - 2007-09-05
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PosterMartens, Harald; Veflingstad, Siren; Plahte, Erik; Bertrand, Dominique; Martens, Magni; Omholt, Stig W.. (2007) Multivariate exploration of a high-dimensional model in systems biology: The Delta/Norch nonlinear dynamic model for cell differentiation. 5th International Symposium on PLS and related methods , Ås 2007-09-03 - 2007-09-05
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Academic lectureMartens, Harald. (2007) Integrative genetics. High-throughput measurements and multivariate data modelling: Functional genomics of milk at Campus Ås. KVL Københavns Univeritet utenTitteltekst , København 2007-03-14 - 2007-03-14
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PosterMartens, Harald; Veflingstad, Siren; Plahte, Erik; Bertrand, Dominique; Martens, Magni; Omholt, Stig W.. (2007) Multivariate exploration of a high-dimensional model in systems biology: The Delta/Notch non-linear dynamic model for cell differentiation. Kjemometri-symposium 2007 , Geilo 2007-03-20 - 2007-03-20
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Academic lectureMartens, Harald; Veflingstad, Siren; Plahte, Erik; Bertrand, Dominique; Martens, Magni; Omholt, Stig W.. (2007) Explorative systems biology. Multivariate sensory and data analytical assessment of a complicated mathematical model: A high-dimensional non-linear dynamic model for cell differentiation in the Delta/Notch regulatory system. KVL utenTitteltekst , København 2007-03-14 - 2007-03-14
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PosterMartens, Harald; Martens, Magni; Veflingstad, Siren; Plahte, Erik; Bertrand, Dominique; Omholt, Stig W.. (2007) Multivariate exploration of a high-dimensional model systems biology: The Delta/Notch non-lineas dynamic model for cell differentiation. Gensips '07 , Tampere, Finland 2007-06-10 - 2007-06-12
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Academic lectureSæbø, Solve; Kohler, Achim; Næs, Tormod; Martens, Harald. (2007) (Towards) a tool-box of methods for multi-matrix modelling. PLS07' , Matforsk, Ås 2007-09-05 - 2007-09-07
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Academic lectureSæbø, Solve; Almøy, Trygve; Flatberg, Arnar; Aastveit, Are Halvor; Martens, Harald. (2007) Classification of health status using LPLS and pathway information. Det 19. Norske Kjemometrisymposium , Geilo 2007-03-19 - 2007-03-21
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Academic lectureMosleth, Ellen Færgestad; Liland, Kristian Hovde; Lillemo, Morten; Bro, Rasmus; van den Berg, Frans; Martens, Harald. (2007) The use of multi-way data compression approaches for exploring causality in functional genomics. PLS '07 - 5th International symposium , Ås 2007-09-05 - 2007-09-07
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PosterMartens, Harald; Tenenhaus, M.; Vinzi, V.E.; Bookstein, Fred; Martens, Magni. (2007) Three PLS cultures, one PLS-principle. PLS 07 Exploring causalities by indirect observations , Ås 2007-09-05 - 2007-09-07
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Academic lectureMartens, Harald; Wold, Svante. (2007) PLS tools for exploring causalities. 5th International Symposium on PLS and related methods , Ås 2007-09-03 - 2007-09-05
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PosterRisvik, E.; Martens, Magni; Ueland, Øydis; Bitnes, Janna Myrvold; Lea, Per; Hersleth, Margrethe. (2007) Future perspectives: From simplicity to complexity in sensory science. 7th Pangborn Sensory Science Symposium , Minneapolis, USA 2007-08-12 - 2007-08-16
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PosterGidskehaug, Lars; Kohler, Achim; Olsen, Hanne Gro; Jørgensen, Kjetil; Narum, Bjørg; Afseth, Nils Kristian. (2007) Biospectroscopy and partial least squares regression as a sensitive tool for optimisation of milk quality. 5th International symposium on PLS and related methods , Ås 2007-09-05 - 2007-09-07
2006
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Academic lectureAfseth, Nils Kristian; Kohler, Achim; Vegarud, Gerd; Berget, Ingunn; Isaksson, Tomas; Næs, Tormod. (2006) Campus Ås's Facilities for analysis of milk and other biological samples. The international Skjervold-symposium on Milk Quality , Oslo, Norway 2006-10-26 - 2006-10-26
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Academic lectureSæbø, Solve; Almøy, Trygve; Aastveit, Are Halvor; Martens, Harald. (2006) Increasing Classifier Accuracy by Exploiting Background Variable Information using LPLS. The 23rd International Biometric Conference , Montreal Canada 2006-07-16 - 2006-07-21
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PosterLien, Sigbjørn; Kohler, Achim; Wold, Jens-Petter; Afseth, Nils Kristian; Martens, Harald; Aass, Laila. (2006) Functional genomics and biospectroscopy for optimized milk and meat quality. The International Skjervold-symposium 2006 , Oslo, Norway 2006-10-26 - 2006-10-27
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PosterRye, Morten Beck; Mosleh Færgestad, Ellen; Grove, Harald; Van Der Berg, Franz; Martens, Harald; Hollung, Kristin. (2006) Viewing Images As Spectra: A Novel approach of analysing 2DE proteome data. 7th Siena Meeting. From Genome To Proteome , Siena 2006-09-03 - 2006-09-07
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PosterTomic, Oliver; Martens, Magni; Martens, Harald; Næs, Tormod. (2006) Scaling effects in sensory profiling. Matforsk Sensometrics 2006 – Imagine the senses , Ås 2006-08-01 - 2006-08-03
2005
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PosterMartens, Magni; Frøst, M.B.; Hildrum, Kjell Ivar; Martens, Harald. (2005) Light absorption and light scattering in food products separated by Nir/Vis spetroscopy and by sensory appearance profiling. 12th International Near-Infrared Spectroscopy Conference , New Zealand 2005-04-09 - 2005-04-15
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Academic lectureHollung, Kristin; Øverland, Margareth; HRUSTIC, MILICA; SEKULIC, PETAR; MILADINOVIC, JEGOR; Martens, Harald. (2005) Preliminary results on nutritional and feed technological properties of different soybean genotypes detected by near infrared spectroscopy and proteomics. XI International Feed Technological symposium. , Vrnja?ka Banja. Serbia and Montenegro 2005-05-30 - 2005-06-03
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Academic lectureMevik, Bjørn-Helge; Martens, Harald. (2005) Creating `nice' spectra from 1D-gels, with a focus on alignment. Pre-processing of (GC) MS and 1D-gel electrophoresis data , Matforsk, Ås 2005-11-29 - 2005-11-29
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Academic lectureHollung, Kristin; Øverland, Margareth; HRUSTIC, MILICA; SEKULIC, PETAR; MILADINOVIC, JEGOR; Martens, Harald. (2005) Preliminary results on nutritional and feed technological properties of different soybean genotypes detected by near infrared spectroscopy and proteomics. XI International Feed Technological symposium. , Vrnjaka Banja. Serbia and Montenegro 2005-05-30 - 2005-06-03
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PosterZimonja, Monika; Berget, Ingunn; Martens, Harald; Berg, Paul Ragnar; Lien, Sigbjørn. (2005) Chemometrics in MALDI-TOF mass spectrometry: More accurate and economical SNP genotyping. 9'th Scandinavian Symposium on CHemometrics , Reykavik, Island 2005-08-21 - 2005-08-25
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Academic lectureVegarud, Gerd; Hallén, Elin; Devold, Tove Gulbrandsen; Criscione, Andrea; Martens, Harald; Langsrud, Thor. (2005) Identification of genetic variants in milk by MALDI-TOF analysis. Milk products and components in health and disease , Blue Lagoon, Iceland 2005-08-20 - 2005-08-23
2004
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Academic lectureMartens, Harald. (2004) Multivariate chemometrics: A culture for the “new bioinformatics”?. The 27th Annual Midwest biopharmaceutical statistics workshop , Ball State University, Munice, Indiana, USA 2004-05-24 - 2004-05-26
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Academic lectureMartens, Harald. (2004) Multivariate and multiblock chemometrics: A culture for the “new bioinformatics” ?. Chemstat , Pardubice, Chech Republic 2004-08-31 - 2004-08-31
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Academic lectureMartens, Harald. (2004) Multivariate chemometrics: A culture for the “new bioinformatics”?. Seminar , Riskhospitalet, Oslo 2004-06-08 - 2004-06-08
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Academic lectureMartens, Harald. (2004) Chemometrics and its potential for MALDI-TOF. Sequenom Users’ Meeting , Hamburg 2004-12-07 - 2004-12-07
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Academic lectureMartens, Harald. (2004) Separating Physics from Chemistry in Diffuse Spectroscopy. Chemometrics in Analytical Chemistry. Challenges for a maturing science , Lisboa 2004-09-20 - 2004-09-23
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Academic lectureMartens, Harald. (2004) Chemometrics and the new ”-omics”: Semi-soft modelling and interpretation. Chemometrics in Analytical Chemistry. Challenges for a maturing science. , Lisboa 2004-09-20 - 2004-09-23
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Academic lectureMartens, Harald. (2004) Aims and challenges in applying statistics within industry: Interpretation, validation and optimization in analysis of more or less designed experiments. ENBIS , Ås 2004-05-13 - 2004-05-13
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Academic lectureMartens, Harald. (2004) Improved jacknife variance estimates of bi-linear model parameters. Compstat , Praha 2004-08-27 - 2004-08-27
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Academic lectureMartens, Harald. (2004) From dirty data to clean information: Multivariate chemometrics in functional genomics. Norwegian Biochemical Society (BIFF) , Ås 2004-10-22 - 2004-10-22
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Academic lectureMartens, Harald. (2004) Causality and the scientist’s data analytical process. Causality – a statistical viewpoint. Norevent/CIGENE , Oslo 2004-09-07 - 2004-09-08
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Academic lectureMartens, Magni; Martens, Harald. (2004) Invited course in multivariate data analysis Lectures: #1 Why Multivariate Data Analysis? #2: BLM Theory #3: Demonstration of Bi-linear modelling #4: Sensory-Chemical relationships #5: Recent BLM Developments. Annual meeting, Japanese Society for Chemometrics and Sensometrics , Tokyo 2004-11-06 - 2004-11-06
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Academic lectureMartens, Harald. (2004) Informative Variable Amplification PLSR. Årsmøte, Norsk Kjemometrisk Selskap , Geilo 2004-03-22 - 2004-03-24
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Academic lectureMartens, Harald. (2004) The relationship between sensory and chemical data in modelling and controlling the sensory quality of typical food products. A Sense of Identity , Firenze 2004-09-26 - 2004-09-29
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Academic lectureMartens, Harald. (2004) Causal modelling of “dirty data”: separating light absorbance and scattering in diffuse process spectroscopy. APACT'04: Advances in process analytics and control technology , Bath, UK 2004-04-26 - 2004-04-28
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Academic lectureMartens, Harald. (2004) New data analysis methods for bioinformatics. The 27th Annual Midwest biopharmceutical statistics workshop , Ball State University, Munice, Indiana, USA 2004-05-24 - 2004-05-26
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Academic lectureMartens, Harald. (2004) PLS Workshop: Interpreting disjoint data matrices by L-PLSR, U-PLSR and PLS Regression network: Domino PLS models. A Sense of Identity , Firenze 2004-09-26 - 2004-09-29
2002
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PosterFærgestad, Ellen ; Flæte, Nina Solheim; Uhlen, Anne Kjersti; Magnus, Ellen Merethe; Martens, Harald. (2002) Soft modelling in bioinformatics by partial least square regression (PLSR). Federation of Analytical Chemistry & Spectroscopy Societies Providence , Rhode Island 2002-10-13 - 2002-10-17
2000
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PosterAnderssen, Endre; Tøndel, Kristin; Martens, Harald. (2000) Robust Experimental Design by Monte Carlo Simulations. QSAR 2000 , Dusseldorf, 27.8.-1.9.2000