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
2026
-
de Pinho Queiroz, Luana;
Souza Lima, Patrick;
Pessoa, Robson Wilson Silva;
Martens, Harald;
Nogueira, Idelfonso B. R.;
Ribeiro, A. M..
(2026)
Chemometrics for flavor science: Mapping structure–perception relationships using PCA and Fuzzy C-Means.
Digital Chemical Engineering
Academic article
2025
-
Egelandsdal, Bjørg;
Haug, Anna;
Rehfeld, Jens F.;
Coutinho, Sílvia;
Ricart, Lledó Roglà;
Martens, Harald;
Monfort-Pires, Milena;
Alho Letra Martins, Catia Patricia.
(2025)
Postprandial Responses to Animal Products with Distinct Fatty Acid and Amino Acid Composition Are Diet-Dependent.
Nutrients
Academic article
-
Martens, Harald.
(2025)
A Greener, Safer, and More Understandable AI for Natural Science and Technology.
Journal of Chemometrics
Academic literature review
2024
-
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.
(2024)
Se mønstrene i årsakenes virkninger.
Kjemi
Popular science article
2023
-
Martens, Harald.
(2023)
Causality, machine learning and human insight.
Analytica Chimica Acta
Academic article
-
Martens, Harald;
Pedersen, Torbjørn.
(2023)
Maskinlæring med blikk for fysikk.
Teknisk Ukeblad
Commentary
2022
-
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
Corrigendum
-
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
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
-
Mosleth, Ellen Færgestad;
McLeod, Anette;
Rud, Ida;
Axelsson, Lars;
Solberg, Lars Erik;
Moen, Birgitte;
Gilman, Krista Marie Erickson;
Færgestad, Eline Mosleth;
Lysenko, Artem;
Rawlings, Chris.
(2020)
Analysis of Megavariate Data in Functional Omics.
Academic chapter
-
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
-
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.
Academic chapter
-
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.
Academic chapter
2017
-
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
-
Vitale, Raffaele;
Zhyrova, Anna;
Fortuna, João;
Noord, Onno E. de;
Ferrer, Alberto;
Martens, Harald.
(2017)
On-The-Fly Processing of continuous high-dimensional data streams.
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;
Nome, Torfinn;
Sodeland, Marte;
Sundsaasen, Kristil Kindem;
Kent, Matthew Peter.
(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
-
Skjaervold, Nils Kristian;
Brovold, Helge;
Rahmati, Hodjatolah;
Martens, Harald;
Tøndel, Kristin;
Cedersund, Gunnar;
Munck, Lars M..
(2017)
Multivariate Analyses and the Bridging of Biology's ‘Math-Gap’.
Academic chapter
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
-
Voit, Eberhard;
Martens, Harald;
Omholt, Stig William.
(2015)
150 Years of the Mass Action Law.
PLoS Computational Biology
Academic article
-
Martens, Harald.
(2015)
Quantitative Big Data: where chemometrics can contribute.
Journal of Chemometrics
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
-
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
-
Kohler, Achim;
Böcker, Ulrike;
Shapaval, Volha;
Forsmark, Annabelle;
Andersson, Mats;
Warringer, Jonas;
Martens, Harald;
Omholt, Stig William;
Blomberg, Anders.
(2015)
High-Throughput Biochemical Fingerprinting of Saccharomyces cerevisiae by Fourier Transform Infrared Spectroscopy.
PLOS ONE
Academic article
2014
-
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
-
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
-
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;
Sjaastad, Ivar;
Martens, Harald;
Gjuvsland, Arne Bjørke;
Tøndel, Kristin.
(2014)
A computational pipeline for quantification of mouse myocardial stiffness parameters.
Computers in Biology and Medicine
Academic article
2013
-
Nhek, Sarin;
Indahl, Ulf Geir;
Mosleth, Ellen Færgestad;
Martens, Harald;
Høy, Martin.
(2013)
Improving 2DE proteomics by computerized image analysis.
UMB
Doctoral thesis
-
Martens, Harald;
Tøndel, Kristin;
Tafintseva, Valeria;
Kohler, Achim;
Plahte, Erik;
Vik, Jon Olav;
Gjuvsland, Arne Bjørke;
Omholt, Stig W.
(2013)
PLS-Based Multivariate Metamodeling of Dynamic Systems.
Academic chapter
-
Shapaval, Volha;
Böcker, Ulrike;
Forsmark, Annabelle;
Andersson, Mats;
Warringer, Jonas;
Martens, Harald;
Omholt, Stig W;
Blomberg, Anders;
Kohler, Achim.
(2013)
Fourier transform infrared spectroscopy for high-throughput phenotyping of Saccharomyces cereviseae.
Yeast
Conference abstract
-
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
-
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
-
Rubingh, Carina M.;
Martens, Harald;
Voet, Hilko van der;
Smilde, Age K..
(2013)
The costs of complex model optimization.
Chemometrics and Intelligent Laboratory Systems
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
2012
-
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
-
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
-
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;
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;
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
-
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
-
Nhek, Sarin;
Færgestad, Ellen Mosleth;
Høy, Martin;
Griessl, M.;
Tessema, Barbara;
Indahl, Ulf Geir;
Martens, Harald.
(2012)
Nonlinear visualisation and pixel-based alignment of 2D electrophoresis images.
Chemometrics and Intelligent Laboratory Systems
Academic article
2011
-
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
-
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
-
Martens, Harald;
Geladi, Paul.
(2011)
Multivariate calibration.
Academic chapter
-
Næs, Tormod;
Tomic, Oliver;
Mevik, Bjørn-Helge;
Martens, Harald.
(2011)
Path modelling by sequential PLS regression.
Journal of Chemometrics
Academic article
-
Tøndel, Kristin;
Indahl, Ulf Geir;
Gjuvsland, Arne Bjørke;
Vik, Jon Olav;
Hunter, Peter J;
Omholt, Stig W;
Martens, Harald.
(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.
(2011)
The informative converse paradox: Windows into the unknown.
Chemometrics and Intelligent Laboratory Systems
Academic article
2010
-
Martens, Harald;
Kohler, Achim.
(2010)
Mathematics and measurements for high-throughput quantitative biology, Biological Theory.
Biological Theory
Academic article
-
Sæbø, Solve;
Martens, Magni;
Martens, Harald.
(2010)
Three-block data modeling by endo- and exo-LPLS Regression.
Academic chapter
-
Kohler, Achim;
Afseth, Nils Kristian;
Jørgensen, Kjetil;
Randby, Åshild Taksdal;
Martens, Harald.
(2010)
Quality analysis of milk by vibrational spectroscopy.
Academic chapter
-
Kohler, Achim;
Afseth, Nils Kristian;
Martens, Harald.
(2010)
Chemometrics in biospectroscopy.
Academic chapter
-
Berget, Ingunn;
Martens, Harald;
Kohler, Achim;
Sjurseth, Siri Kulberg;
Afseth, Nils Kristian;
Narum, Bjørg;
Ådnøy, Tormod;
Lien, Sigbjørn.
(2010)
Caprine CSN1S1 haplotype effect on gene expression and milk composition measured by Fourier transform infrared spectroscopy.
Journal of Dairy Science (JDS)
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
-
Færgestad, Ellen Mosleth;
Langsrud, Øyvind;
Høy, Martin;
Hollung, Kristin;
Sæbø, Solve;
Liland, Kristian Hovde;
Kohler, Achim;
Gidskehaug, Lars;
Almergren, Joachim Guy;
Anderssen, Endre.
(2010)
Analysis of megavariate data in functional genomics,.
Academic chapter
-
Kohler, Achim;
Martens, Harald;
Segtnan, Vegard;
Zimonja, Monika.
(2010)
Standard Normal Variate, Multiplicative Signal Correction and Extended Multiplicative Signal Correction Preprocessing in Biospectroscopy.
Academic chapter
-
Isaeva, Julia;
Sæbø, Solve;
Wyller, John;
Liland, Kristian Hovde;
Færgestad, Ellen Mosleth;
Bro, Rasmus;
Martens, Harald.
(2010)
Using GEMANOVA to explore the pattern generating properties of the Delta-Notch model.
Journal of Chemometrics
Academic article
-
Bassan, Paul;
Kohler, Achim;
Martens, Harald;
Lee, Joe;
Byrne, Hugh J;
Dumas, Paul;
Gazi, Ehsan;
Brown, Michael;
Clarke, Noel;
Gardner, Peter.
(2010)
Resonant Mie Scattering (RMieS) correction of infrared spectra from highly scattering biological samples.
The Analyst
Academic article
-
Shapaval, Volha;
Møretrø, Trond;
Suso, Henri-Pierre;
Åsli, Anette Wold;
Schmitt, Jurgen;
Lillehaug, Dag;
Martens, Harald;
Böcker, Ulrike;
Kohler, Achim.
(2010)
A high-throughput microcultivation protocol for FTIR spectroscopic characterization and identification of fungi.
Journal of Biophotonics
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
-
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
-
Afseth, Nils Kristian;
Martens, Harald;
Randby, Åshild T.;
Gidskehaug, Lars Halvor;
Narum, Bjørg;
Jørgensen, Kjetil;
Lien, Sigbjørn;
Kohler, Achim.
(2010)
Predicting the Fatty Acid Composition of Milk: A Comparison of Two Fourier Transform Infrared Sampling Techniques.
Applied Spectroscopy
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
-
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
-
Bassan, Paul;
Kohler, Achim;
Martens, Harald;
Lee, Joe;
Jackson, Edward;
Lockyer, Nicholas;
Dumas, Paul;
Brown, Michael;
Clarke, Noel;
Gardner, Peter.
(2010)
RMieS-EMSC correction for infrared spectra of biological cells: Extension using full Mie theory and GPU computing.
Journal of Biophotonics
Academic article
2009
-
Martens, Harald.
(2009)
Non-linear multivariate dynamics modelled by PLSR.
Non-fiction chapter
-
Martens, Harald.
(2009)
Domino PLS: A framework for multi-directional path modeling.
Academic chapter
-
Martens, Magni;
Frøst, M.B.;
Martens, Harald.
(2009)
Consumer attitudes to health and pleasure - survey data studied by PLSR.
Academic chapter
-
Martens, Harald;
Kohler, Achim.
(2009)
Bio-chemometrics: Multivariate data modelling in systems biology.
?
Conference 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
-
Kohler, Achim;
Böcker, Ulrike;
Warringer, Jonas;
Blomberg, A;
Omholt, Stig W;
Stark, Eran;
Martens, Harald.
(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
-
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
-
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
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
-
Martens, Harald;
Kohler, Achim;
Naterstad, Kristine.
(2008)
Interpreting several types of measurements in bioscience.
Academic chapter
-
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
-
Wold, Svante;
Høy, Martin;
Martens, Harald;
Trygg, Johan;
Westad, Frank;
MacGregor, John;
Wise, Barry M..
(2008)
The PLS model space revisited.
Journal of Chemometrics
Commentary
-
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;
Pijanka, J;
Dumas, P.;
Cotte, M.;
Pittius, D.G. van.
(2008)
Estimating and correcting Mie scattering in synchrotron-based microscopic Fourier transform infrared spectra by extended multiplicative signal correction.
Applied Spectroscopy
Academic article
-
Martens, Magni;
Martens, Harald.
(2008)
The senses linking mind and matter.
Mind and Matter
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
2007
-
Martens, Harald;
Kohler, Achim;
Afseth, Nils Kristian;
Wold, Jens-Petter;
Hersleth, Margrethe;
Berget, Ingunn;
Ådnøy, Tormod;
Skaugen, Morten;
Isaksson, Tomas;
Vegarud, Gerd.
(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;
Jia, Xiaohong;
Hollung, Kristin;
Indahl, Ulf Geir;
Westad, Frank.
(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
-
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
-
Martens, Harald;
Veflingstad, Siren;
Plahte, Erik;
Bertrand, Dominique;
Martens, Magni;
Omholt, Stig W..
(2007)
Chemometrics and Sensometrics for better mathematics in system biology.
Non-fiction chapter
-
Indahl, Ulf;
Martens, Harald;
Næs, Tormod.
(2007)
From dummy regression to prior probabilities in PLS-Da.
Journal of Chemometrics
Academic article
-
Martens, Magni;
Tenenhaus, M.;
Vinzi, V.E.;
Martens, Harald.
(2007)
The use of partial least squares methods in new food product development.
Academic chapter
-
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
-
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
-
Mosleth, Ellen Færgestad;
Rye, Morten Beck;
Walczak, Beata;
Gidskehaug, Lars;
Wold, Jens Petter;
Grove, Harald;
Jia, X;
Hollung, Kristin;
Indahl, Ulf;
Westad, Frank.
(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
2006
-
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
-
Oust, Astrid;
Moen, Birgitte;
Martens, Harald;
Rudi, Knut;
Næs, Tormod;
Kirschner, Carolin;
Kohler, Achim.
(2006)
Analysis of covariance patterns in gene expression data and FT-IR spectra.
Journal of Microbiological Methods
Academic article
-
Chou, I-Chun;
Voit, Eberhard;
Martens, Harald.
(2006)
Parameter estimation in biochemical systems models with alternating regression.
Theoretical Biology Medical Modelling
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
Professional 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
-
Hollung, Kristin;
Øverland, Margareth;
HRUSTIC, MILICA;
SEKULIC, PETAR;
MILADINOVIC, JEGOR;
Martens, Harald;
Narum, Bjørg;
Sahlstrøm, Stefan;
Sørensen, Mette;
Storebakken, Trond.
(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
Commentary
-
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
-
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
-
Thennadil, SN;
Martens, Harald;
Kohler, Achim.
(2006)
Physics-based multiplicative scatter correction approaches for improving the performance of calibration models.
Applied Spectroscopy
Academic article
-
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
-
Hollung, Kristin;
Øverland, Margareth;
HRUSTIC, MILICA;
SEKULIC, PETAR;
MILADINOVIC, JEGOR;
Martens, Harald;
Narum, Bjørg;
Sahlstrøm, Stefan;
Sørensen, Mette;
Storebakken, Trond.
(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
-
Martens, Harald;
Anderssen, Endre;
Flatberg, Arnar;
Gidskehaug, Lars Halvor;
Hoy, M;
Westad, Frank;
Thybo, A;
Martens, M.
(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
-
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
-
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
-
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
-
Martens, Harald;
Anderssen, Endre;
Flatberg, Arnar;
Gidskehaug, Lars;
Høy, Martin;
Westad, Frank;
Thybo, Anette;
Martens, Magni.
(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
-
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
-
Bjørnstad, Åsmund;
Westad, Frank;
Martens, Harald.
(2004)
Analysis of genetic marker-phenotype relationships by jack-knifed partial least squares regression (PLSR).
Hereditas
Academic article
-
Bjørnstad, Åsmund;
Grønnerød, Siri;
Key, James Mac;
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
-
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
-
Martens, Harald;
Martens, Magni;
Gidskehaug, Lars;
Stødkilde-Jørgensen, Hans.
(2004)
Bridge-PLS Regression: Two-block bilinear regression without deflation.
Journal of Chemometrics
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
2003
-
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
-
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
-
Martens, Harald;
Anderssen, Endre;
Flatberg, Arnar;
Gidskehaug, Lars Halvor;
Høy, Martin;
Westad, Frank;
Thybo, A;
Martens, Magni.
(2003)
Regressing a matrix on descriptors of both its rows and columns, by low-rank L-PLS Regression.
Computational Statistics & Data Analysis
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
-
de Pinho Queiroz, Luana;
Souza Lima, Patrick;
Pessoa, Robson Wilson Silva;
Martens, Harald;
Nogueira, Idelfonso B. R.;
Ribeiro, A. M..
(2026)
Chemometrics for flavor science: Mapping structure–perception relationships using PCA and Fuzzy C-Means.
Digital Chemical Engineering
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
-
Voit, Eberhard;
Martens, Harald;
Omholt, Stig William.
(2015)
150 Years of the Mass Action Law.
PLoS Computational 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
-
Martens, Harald;
Kohler, Achim.
(2010)
Mathematics and measurements for high-throughput quantitative biology, Biological Theory.
Biological Theory
Academic article
-
Egelandsdal, Bjørg;
Haug, Anna;
Rehfeld, Jens F.;
Coutinho, Sílvia;
Ricart, Lledó Roglà;
Martens, Harald;
Monfort-Pires, Milena;
Alho Letra Martins, Catia Patricia.
(2025)
Postprandial Responses to Animal Products with Distinct Fatty Acid and Amino Acid Composition Are Diet-Dependent.
Nutrients
Academic article
-
Berget, Ingunn;
Martens, Harald;
Kohler, Achim;
Sjurseth, Siri Kulberg;
Afseth, Nils Kristian;
Narum, Bjørg;
Ådnøy, Tormod;
Lien, Sigbjørn.
(2010)
Caprine CSN1S1 haplotype effect on gene expression and milk composition measured by Fourier transform infrared spectroscopy.
Journal of Dairy Science (JDS)
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
-
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
-
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
-
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
-
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
-
Wold, Svante;
Høy, Martin;
Martens, Harald;
Trygg, Johan;
Westad, Frank;
MacGregor, John;
Wise, Barry M..
(2008)
The PLS model space revisited.
Journal of Chemometrics
Commentary
-
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;
Hersleth, Margrethe;
Lea, Per;
Martens, Harald.
(2003)
Variable selection in PCA in sensory descriptive and consumer data.
Food Quality and Preference
Academic article
-
Hollung, Kristin;
Øverland, Margareth;
HRUSTIC, MILICA;
SEKULIC, PETAR;
MILADINOVIC, JEGOR;
Martens, Harald;
Narum, Bjørg;
Sahlstrøm, Stefan;
Sørensen, Mette;
Storebakken, Trond.
(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
-
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
-
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
Corrigendum
-
Tafintseva, Valeria;
Tøndel, Kristin;
Ponossov, Arkadi;
Martens, Harald.
(2014)
Global structure of sloppiness in a nonlinear model.
Journal of Chemometrics
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
-
Martens, Harald;
Anderssen, Endre;
Flatberg, Arnar;
Gidskehaug, Lars Halvor;
Hoy, M;
Westad, Frank;
Thybo, A;
Martens, M.
(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 Halvor;
Høy, Martin;
Westad, Frank;
Thybo, A;
Martens, Magni.
(2003)
Regressing a matrix on descriptors of both its rows and columns, by low-rank L-PLS Regression.
Computational Statistics & Data Analysis
Academic article
-
Nordbø, Øyvind;
Lamata, P.;
Land, Sander;
Niederer, Steven A.;
Aronsen, Jan Magnus;
Louch, William Edward;
Sjaastad, Ivar;
Martens, Harald;
Gjuvsland, Arne Bjørke;
Tøndel, Kristin.
(2014)
A computational pipeline for quantification of mouse myocardial stiffness parameters.
Computers in Biology and Medicine
Academic article
-
Martens, Harald.
(2015)
Quantitative Big Data: where chemometrics can contribute.
Journal of Chemometrics
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
-
Oust, Astrid;
Moen, Birgitte;
Martens, Harald;
Rudi, Knut;
Næs, Tormod;
Kirschner, Carolin;
Kohler, Achim.
(2006)
Analysis of covariance patterns in gene expression data and FT-IR spectra.
Journal of Microbiological Methods
Academic 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
-
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
-
Bjørnstad, Åsmund;
Westad, Frank;
Martens, Harald.
(2004)
Analysis of genetic marker-phenotype relationships by jack-knifed partial least squares regression (PLSR).
Hereditas
Academic article
-
Bjørnstad, Åsmund;
Grønnerød, Siri;
Key, James Mac;
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
-
Martens, Harald;
Kohler, Achim;
Afseth, Nils Kristian;
Wold, Jens-Petter;
Hersleth, Margrethe;
Berget, Ingunn;
Ådnøy, Tormod;
Skaugen, Morten;
Isaksson, Tomas;
Vegarud, Gerd.
(2007)
High-throughput Measurements for Functional Genomics of Milk.
Journal of Animal and Feed Sciences
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
-
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
-
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
-
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
-
Chou, I-Chun;
Voit, Eberhard;
Martens, Harald.
(2006)
Parameter estimation in biochemical systems models with alternating regression.
Theoretical Biology Medical Modelling
Academic article
-
Vitale, Raffaele;
Zhyrova, Anna;
Fortuna, João;
Noord, Onno E. de;
Ferrer, Alberto;
Martens, Harald.
(2017)
On-The-Fly Processing of continuous high-dimensional data streams.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
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
-
Shapaval, Volha;
Böcker, Ulrike;
Forsmark, Annabelle;
Andersson, Mats;
Warringer, Jonas;
Martens, Harald;
Omholt, Stig W;
Blomberg, Anders;
Kohler, Achim.
(2013)
Fourier transform infrared spectroscopy for high-throughput phenotyping of Saccharomyces cereviseae.
Yeast
Conference abstract
-
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
-
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
-
Martens, Harald;
Kohler, Achim.
(2009)
Bio-chemometrics: Multivariate data modelling in systems biology.
?
Conference 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
-
Isaeva, Julia;
Sæbø, Solve;
Wyller, John;
Liland, Kristian Hovde;
Færgestad, Ellen Mosleth;
Bro, Rasmus;
Martens, Harald.
(2010)
Using GEMANOVA to explore the pattern generating properties of the Delta-Notch model.
Journal of Chemometrics
Academic article
-
Kohler, Achim;
Böcker, Ulrike;
Warringer, Jonas;
Blomberg, A;
Omholt, Stig W;
Stark, Eran;
Martens, Harald.
(2009)
Reducing Inter-replicate Variation in Fourier Transform Infrared Spectroscopy by Extended Multiplicative Signal Correction.
Applied Spectroscopy
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
Professional 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
-
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
-
Fortuna, João;
Martens, Harald.
(2017)
Multivariate data modelling for de-shadowing of airborne hyperspectral imaging.
Journal of Spectral Imaging
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
-
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
-
Kohler, Achim;
Böcker, Ulrike;
Shapaval, Volha;
Forsmark, Annabelle;
Andersson, Mats;
Warringer, Jonas;
Martens, Harald;
Omholt, Stig William;
Blomberg, Anders.
(2015)
High-Throughput Biochemical Fingerprinting of Saccharomyces cerevisiae by Fourier Transform Infrared Spectroscopy.
PLOS ONE
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;
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
-
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
-
Kohler, Achim;
Sule-Suso, J.;
Sockalingum, Ganesh D.;
Tobin, M.;
Bahrami, F.;
Yang, Y;
Pijanka, J;
Dumas, P.;
Cotte, M.;
Pittius, D.G. van.
(2008)
Estimating and correcting Mie scattering in synchrotron-based microscopic Fourier transform infrared spectra by extended multiplicative signal correction.
Applied Spectroscopy
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
-
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
-
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
-
Bassan, Paul;
Kohler, Achim;
Martens, Harald;
Lee, Joe;
Byrne, Hugh J;
Dumas, Paul;
Gazi, Ehsan;
Brown, Michael;
Clarke, Noel;
Gardner, Peter.
(2010)
Resonant Mie Scattering (RMieS) correction of infrared spectra from highly scattering biological samples.
The Analyst
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
-
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
-
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
-
Høy, Martin;
Westad, Frank Ove;
Martens, Harald.
(2002)
Combining bilinear modelling and ridge regression.
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
-
Shapaval, Volha;
Møretrø, Trond;
Suso, Henri-Pierre;
Åsli, Anette Wold;
Schmitt, Jurgen;
Lillehaug, Dag;
Martens, Harald;
Böcker, Ulrike;
Kohler, Achim.
(2010)
A high-throughput microcultivation protocol for FTIR spectroscopic characterization and identification of fungi.
Journal of Biophotonics
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
-
Olsen, Hanne Gro;
Knutsen, Tim Martin;
Kohler, Achim;
Svendsen, Morten;
Gidskehaug, Lars Halvor;
Grove, Harald;
Nome, Torfinn;
Sodeland, Marte;
Sundsaasen, Kristil Kindem;
Kent, Matthew Peter.
(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
-
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
-
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
-
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
-
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
-
Afseth, Nils Kristian;
Martens, Harald;
Randby, Åshild T.;
Gidskehaug, Lars Halvor;
Narum, Bjørg;
Jørgensen, Kjetil;
Lien, Sigbjørn;
Kohler, Achim.
(2010)
Predicting the Fatty Acid Composition of Milk: A Comparison of Two Fourier Transform Infrared Sampling Techniques.
Applied Spectroscopy
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
-
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
-
Færgestad, Ellen M.;
Rye, Morten;
Walczak, Beata;
Gidskehaug, Lars;
Wold, Jens Petter;
Grove, Harald;
Jia, Xiaohong;
Hollung, Kristin;
Indahl, Ulf Geir;
Westad, Frank.
(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
-
Martens, Harald.
(2025)
A Greener, Safer, and More Understandable AI for Natural Science and Technology.
Journal of Chemometrics
Academic literature review
-
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
-
Rubingh, Carina M.;
Martens, Harald;
Voet, Hilko van der;
Smilde, Age K..
(2013)
The costs of complex model optimization.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Hollung, Kristin;
Øverland, Margareth;
HRUSTIC, MILICA;
SEKULIC, PETAR;
MILADINOVIC, JEGOR;
Martens, Harald;
Narum, Bjørg;
Sahlstrøm, Stefan;
Sørensen, Mette;
Storebakken, Trond.
(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
Commentary
-
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
-
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
-
Thennadil, SN;
Martens, Harald;
Kohler, Achim.
(2006)
Physics-based multiplicative scatter correction approaches for improving the performance of calibration models.
Applied Spectroscopy
Academic article
-
Martens, Magni;
Martens, Harald.
(2008)
The senses linking mind and matter.
Mind and Matter
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
-
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
-
Næs, Tormod;
Tomic, Oliver;
Mevik, Bjørn-Helge;
Martens, Harald.
(2011)
Path modelling by sequential PLS regression.
Journal of Chemometrics
Academic article
-
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
-
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
-
Tøndel, Kristin;
Indahl, Ulf Geir;
Gjuvsland, Arne Bjørke;
Vik, Jon Olav;
Hunter, Peter J;
Omholt, Stig W;
Martens, Harald.
(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.
(2024)
Se mønstrene i årsakenes virkninger.
Kjemi
Popular science 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
-
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
-
Martens, Harald;
Anderssen, Endre;
Flatberg, Arnar;
Gidskehaug, Lars;
Høy, Martin;
Westad, Frank;
Thybo, Anette;
Martens, Magni.
(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.
(2023)
Causality, machine learning and human insight.
Analytica Chimica Acta
Academic article
-
Martens, Harald.
(2011)
The informative converse paradox: Windows into the unknown.
Chemometrics and Intelligent Laboratory Systems
Academic article
-
Martens, Harald;
Pedersen, Torbjørn.
(2023)
Maskinlæring med blikk for fysikk.
Teknisk Ukeblad
Commentary
-
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
-
Indahl, Ulf;
Martens, Harald;
Næs, Tormod.
(2007)
From dummy regression to prior probabilities in PLS-Da.
Journal of Chemometrics
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
-
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
-
Bassan, Paul;
Kohler, Achim;
Martens, Harald;
Lee, Joe;
Jackson, Edward;
Lockyer, Nicholas;
Dumas, Paul;
Brown, Michael;
Clarke, Noel;
Gardner, Peter.
(2010)
RMieS-EMSC correction for infrared spectra of biological cells: Extension using full Mie theory and GPU computing.
Journal of Biophotonics
Academic article
-
Nhek, Sarin;
Færgestad, Ellen Mosleth;
Høy, Martin;
Griessl, M.;
Tessema, Barbara;
Indahl, Ulf Geir;
Martens, Harald.
(2012)
Nonlinear visualisation and pixel-based alignment of 2D electrophoresis images.
Chemometrics and Intelligent Laboratory Systems
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
-
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
-
Mosleth, Ellen Færgestad;
Rye, Morten Beck;
Walczak, Beata;
Gidskehaug, Lars;
Wold, Jens Petter;
Grove, Harald;
Jia, X;
Hollung, Kristin;
Indahl, Ulf;
Westad, Frank.
(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
Part of book/report
-
Mosleth, Ellen Færgestad;
McLeod, Anette;
Rud, Ida;
Axelsson, Lars;
Solberg, Lars Erik;
Moen, Birgitte;
Gilman, Krista Marie Erickson;
Færgestad, Eline Mosleth;
Lysenko, Artem;
Rawlings, Chris.
(2020)
Analysis of Megavariate Data in Functional Omics.
Academic chapter
-
Sæbø, Solve;
Martens, Magni;
Martens, Harald.
(2010)
Three-block data modeling by endo- and exo-LPLS Regression.
Academic chapter
-
Kohler, Achim;
Afseth, Nils Kristian;
Jørgensen, Kjetil;
Randby, Åshild Taksdal;
Martens, Harald.
(2010)
Quality analysis of milk by vibrational spectroscopy.
Academic chapter
-
Kohler, Achim;
Afseth, Nils Kristian;
Martens, Harald.
(2010)
Chemometrics in biospectroscopy.
Academic chapter
-
Martens, Harald;
Kohler, Achim;
Naterstad, Kristine.
(2008)
Interpreting several types of measurements in bioscience.
Academic chapter
-
Martens, Harald;
Tøndel, Kristin;
Tafintseva, Valeria;
Kohler, Achim;
Plahte, Erik;
Vik, Jon Olav;
Gjuvsland, Arne Bjørke;
Omholt, Stig W.
(2013)
PLS-Based Multivariate Metamodeling of Dynamic Systems.
Academic chapter
-
Martens, Harald.
(2009)
Non-linear multivariate dynamics modelled by PLSR.
Non-fiction chapter
-
Martens, Harald.
(2009)
Domino PLS: A framework for multi-directional path modeling.
Academic chapter
-
Martens, Magni;
Frøst, M.B.;
Martens, Harald.
(2009)
Consumer attitudes to health and pleasure - survey data studied by PLSR.
Academic chapter
-
Færgestad, Ellen Mosleth;
Langsrud, Øyvind;
Høy, Martin;
Hollung, Kristin;
Sæbø, Solve;
Liland, Kristian Hovde;
Kohler, Achim;
Gidskehaug, Lars;
Almergren, Joachim Guy;
Anderssen, Endre.
(2010)
Analysis of megavariate data in functional genomics,.
Academic chapter
-
Kohler, Achim;
Martens, Harald;
Segtnan, Vegard;
Zimonja, Monika.
(2010)
Standard Normal Variate, Multiplicative Signal Correction and Extended Multiplicative Signal Correction Preprocessing in Biospectroscopy.
Academic chapter
-
Martens, Harald;
Geladi, Paul.
(2011)
Multivariate calibration.
Academic chapter
-
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.
Academic chapter
-
Skjaervold, Nils Kristian;
Brovold, Helge;
Rahmati, Hodjatolah;
Martens, Harald;
Tøndel, Kristin;
Cedersund, Gunnar;
Munck, Lars M..
(2017)
Multivariate Analyses and the Bridging of Biology's ‘Math-Gap’.
Academic chapter
-
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.
Academic chapter
-
Martens, Harald;
Veflingstad, Siren;
Plahte, Erik;
Bertrand, Dominique;
Martens, Magni;
Omholt, Stig W..
(2007)
Chemometrics and Sensometrics for better mathematics in system biology.
Non-fiction chapter
-
Martens, Magni;
Tenenhaus, M.;
Vinzi, V.E.;
Martens, Harald.
(2007)
The use of partial least squares methods in new food product development.
Academic chapter
Student thesis or dissertation
-
Nhek, Sarin;
Indahl, Ulf Geir;
Mosleth, Ellen Færgestad;
Martens, Harald;
Høy, Martin.
(2013)
Improving 2DE proteomics by computerized image analysis.
UMB
Doctoral thesis
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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Conference posterMalegori, Cristina; Oliveira, Rodrigo Rocha de; 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
2019
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Conference 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. Scandinavian symposium on Chemometrics 16
2016
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Conference lectureFortuna, João; Martens, Harald. (2016) Multivariate Data Modelling for De-shadowing of Airborne Hyperspectral Imaging. IASIM-2016, 6th International Conference in Spectral Imaging
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Conference lectureMartens, Harald. (2016) Bedre oversikt og mer presise alarmer i intensivovervåking ved bruk av myk datamodellering. HelsIT
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Conference lectureMartens, Harald. (2016) Høydimensjonale datastrømmmer: Ikke Gucci-statistikk ikke Macho-matematikk ikke Blind Maskinlæring, men heller Rhythm & Blues fra data. Eksenter-aften i studenersamfunnet, Trondheim
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Conference lectureMartens, Harald; Fortuna, João; Reberg, Jan Otto; Skjaervold, Nils Kristian. (2016) Høydimesjonale datastrømmer i helsesektoren. HelsIT
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Conference lectureMartens, Harald. (2016) Brobygging mellom medisin og matematikk. FjordOmics: Medisinsk informasjonsrevolusjon
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Lecture
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Conference lecture
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Lecture
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Conference lectureFortuna, João; Martens, Harald. (2016) Multivariate Data Modelling for deshadowing and On-The-Fly self-modelling. Remote sensing
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Conference lectureMartens, Harald; Fortuna, João. (2016) Hyperspectral video: compression & comprehension. Invitation Chemometrics & Statistics in Image Analysis
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Conference lectureMartens, Harald. (2016) Nonlinear integrative subspace cybernetics (NISC) in the biosciences. Workshop on Machine Learning and Neuroscience
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
2014
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Conference lectureMartens, Harald. (2014) The importance of spectral preprocessing in data analysis for aquaphotomics. 5th Kobe University Brussels European Centre Symposium: Innovation, Environment and Globalization. Latest EU-Japan Research Collaboration
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Conference lectureMartens, Harald; Fougner, Anders Lyngvi; Rahmati, Hodjatolah; Stavdahl, Øyvind; Aamo, Ole Morten. (2014) From measurements to models and back – and forth. Virtual Physiological Human Conference 2014
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LectureMartens, Harald. (2014) Separating physics from chemistry in optimcal measurements bo Optimized EMSC. 17th Internatl Diffuse Reflectance conference, Chambersburg PA
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Conference lecture
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LectureMartens, Harald. (2014) Storing massive amounts of multichannel measurements in a searchable, but strongly compressed format. ANAEE Computational Database Workshop
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Conference lectureMartens, Harald. (2014) From Measurements to Models and back – and forth. Virtual Human Physiome (VPH'14)
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Conference lectureMartens, Harald. (2014) Sparse nominal-level PLSR with interactions. From time series data to nonlinear differential equation model. PLS 2014 - Partial Least Squares and Related Methods Conference is
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Conference lectureMartens, Harald. (2014) Multivariate soft modelling in hyperspectral imaging and hyperspectral video. Joint BM1205 COST Action and NTNU workshop on Hyperspectral imaging in medicine
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Conference lectureMartens, Harald. (2014) Measurement and modelling in six domains. 5th IASIM conference in spectral imaging
2013
-
Lecture
-
Lecture
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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)
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Lecture
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Lecture
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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. Pecha Kucha foredrag
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Conference 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)
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Conference 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
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Conference 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
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Conference 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)
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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
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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
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Conference lectureShapaval, Volha; Böcker, Ulrike; Forsmark, A; Andersson, M; Warringer, Jonas; Martens, Harald; Omholt, Stig W; Blomberg, A; Kohler, Achim. (2013) Fourier transform infrared spectroscopy for high-throughput phenotyping of Saccharomyce cereviseae. Yeast 2013
2012
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Conference lectureTafintseva, Valeria; Tøndel, Kristin; Ponossov, Arkadi; Martens, Harald. (2012) Inverse problem for models with many-to-one ambiguity. 2nd African-European Conference on Chemometrics (Afrodata 2012).
2011
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Conference lectureMartens, Harald. (2011) Uventede fenomener i måledata: Hva kan vi observere og hva kan vi ikke observere?. Lab 11, årsmøte Faggruppe for kjemometri
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Conference lectureMartens, Harald. (2011) The Informative Converse paradox: Windows into the unknown. Workshop on Causation in Science, UMB, Ås Norway, Oct 17-20 2011
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Conference lectureMartens, Harald. (2011) Fra en analyse per prøve til tusen: Hva gjør jeg, og hvorfor?. Lab 11, Årsmøte FENT
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Conference lectureMartens, Harald. (2011) Mål mange topper – kjemometrien gir selektivitet og oppdagergledeJo mer data, jo mindre informasjon – med mindre vi kan tolke dataene. Lab’11, ANALYTISK KJEMI "Analytisk kjemi anvendt på mat, miljø og mennesker"
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Conference lectureMartens, Harald; Tøndel, Kristin; Isaeva, Julia; Vik, Jon Olav; Gjuvsland, Arne Bjørke; Plahte, Erik; Omholt, Stig W. (2011) Multivariate metamodelling for simplifying complex mathematical models in biology. 4th Cardiac Physiome Workshop, Merton College, Oxford, 8 –10 July 2011.
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Conference 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. Høstmøte i kjemometri
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Conference 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 seminar
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Conference lectureMartens, Harald. (2011) The Informative Converse paradox: Windows into the unknown. Statistisk konferanse
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Conference lectureMartens, Harald; Tøndel, Kristin; Vik, Jon Olav; Isaeva, Julia; Sæbø, Solve; Kohler, Achim; Omholt, Stig W. (2011) Making the modeller's life easier: Assessing, comparing and simplifying high-dimensional mathematical models by multivariate bi-linear metamodelling. Seminar, NTNU
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Conference lecture
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Conference 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
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Conference 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
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Conference lectureIsaeva, Julia; Sæbø, Solve; Wyller, John Andreas; Wolkenhauer, Olaf; Nhek, Sarin; Martens, Harald. (2011) Fitting of nonlinear models by fast direct look-up. Bioinformatics Forum for Young Scientists
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Conference 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. 12th Scandinavian Symposium on Chemometrics
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Conference lectureHassani, Sahar; Martens, Harald; Qannari, El Mostafa; Borge, Grethe Iren Andersen; Kohler, Achim. (2011) Analysis of metabolomics data by means of multi-block methods. Metabomeeting 2011
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Conference posterLiland, Kristian Hovde; Sæbø, Solve; Høy, Martin; Martens, Harald. (2011) Distribution based truncation in multivariate calibration. 12th Scandinavian Symposium on Chemometrics
2010
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Conference lectureLiland, Kristian Hovde; Høy, Martin; Martens, Harald. (2010) Truncated PLS. 21st Norwegian Symposium on Chemometrics
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Conference lectureMartens, Harald; Isaeva, Julia; Sæbø, Solve. (2010) A Shape Database for Fast and Objective Estimation of Complex Models. Det 21. Norske kjemometrisymposium
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Conference 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
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Conference 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
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Conference lectureNæs, Tormod; Tomic, Oliver; Mevik, Bjørn-Helge; Martens, Harald. (2010) Path modelling by sequential PLS regression. Gjesteforelesning at Department of Statistics at University
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Conference lectureNæs, Tormod; Tomic, Oliver; Mevik, Bjørn-Helge; Martens, Harald. (2010) Path modelling by sequential PLS regression. 10th Sensometrics Meeting
2009
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Conference lectureIsaeva, Julia; Wyller, John; Sæbø, Solve; Liland, Kristian Hovde; Færgestad, Ellen Mosleth; Bro, Rasmus; Martens, Harald. (2009) Using GEMANOVA to explore the properties of dynamical systems models. 11th Scandinavian Symposium on Chemometrics
2008
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Conference posterFærgestad, Ellen Mosleth; Høy, Martin; Grove, Harald; Gidskehaug, Lars; Moldestad, Anette Aamodt; Hollung, Kristin; Walczak, B; Martens, Harald; Rye, Morten Beck. (2008) An improved and rapid method for analysis of 2-DE images; a pixel based approach. FROM GENOME TO PROTEOME: INTEGRATION AND PROTEOME COMPLETION
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Conference posterMartens, Harald; Kohler, Achim; Lien, Sigbjørn; Indahl, Ulf; Aass, Laila; Randby, Åshild T.; Jørgensen, Kjetil; Selmer-Olsen, Eirik; Svendsen, Morten. (2008) Functional genomics and bio-spectroscopy for optimized milk and meat quality. SPEC2008
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Conference lecture
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Conference 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
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Conference 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
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Conference 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
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Conference lectureMartens, Harald. (2008) Elucidation of control structures by multivariate dynamic data-. utenTitteltekst
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Conference posterMartens, Harald. (2008) Fettsyresammensetning i melkefett fra Milkoscan og andre biospektroskopiske hurtigmålinger. Mer og bedre grovfôr som basis for norsk kjøtt- og mjølkeproduksjon
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Conference 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
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Conference 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
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Conference lectureMartens, Harald. (2008) Explorative mathematics: Multivariate study of the behaviour of a high-dimensional non-linear dynamic model in systems biology. utenTitteltekst
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Conference lectureMartens, Harald; Kohler, Achim. (2008) Bio-spectroscopy and bio-chemometrics: High-throughput metabolic profiling for integrative genetics. Franske kjemometriske selskaps årskonferanse
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Conference lectureMartens, Harald. (2008) MULTIVARIAT KALIBRERING ¿ på nytt besøk. Norsk Kjemometrisk Selskaps årlige kongress
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Conference lectureMartens, Harald. (2008) Functional genomics and bio-spectroscopy for optimized milk and meat quality. Spec2008
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Conference posterMartens, Harald; Kohler, Achim; Narum, Bjørg; Randby, Åshild T.; Olsen, Hanne Gro; Jørgensen, Kjetil; Indahl, Ulf; Afseth, Nils Kristian; Selmer-Olsen, Eirik; Svendsen, Morten. (2008) Bio-spectroscopy and functional genomics for optimized milk and meat quality. Franske kjemometriske selskaps årsmøte
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Conference 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
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Conference posterSæbø, Solve; Wyller, John; Isaeva, Julia; Liland, Kristian Hovde; Færgestad, Ellen Mosleth; Bro, Rasmus; Martens, Harald. (2008) Exploring the parameter properties of the Delta-Notch model using GEMANOVA on sensory data from generated images. International Conference on Systems Biology
2007
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Conference lectureMosleth, Ellen Færgestad; Liland, Kristian Hovde; Lillemo, Morten; Bro, Rasmus; Berg, Frans van den; Martens, Harald. (2007) The use of multi-way data compression approaches for exploring causality in functional genomics. PLS '07 - 5th International symposium
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Conference posterGidskehaug, Lars; Kohler, Achim; Olsen, Hanne Gro; Jørgensen, Kjetil; Narum, Bjørg; Afseth, Nils Kristian; Randby, Åshild T.; Haug, Anna; Taugbøl, Ole; Lien, Sigbjørn. (2007) Biospectroscopy and partial least squares regression as a sensitive tool for optimisation of milk quality. 5th International symposium on PLS and related methods
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Conference lectureSæbø, Solve; Kohler, Achim; Næs, Tormod; Martens, Harald. (2007) (Towards) a tool-box of methods for multi-matrix modelling. PLS07'
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Conference 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
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Conference 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
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Conference 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
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Conference posterMartens, Harald; Høy, Martin. (2007) PLS withour LS. 5th International Symposium on PLS and related methods
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Conference 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
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Conference 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
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Conference lectureMartens, Harald. (2007) Integrative genetics. High-throughput measurements and multivariate data modelling: Functional genomics of milk at Campus Ås. utenTitteltekst
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Conference 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. utenTitteltekst
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Conference posterRisvik, E.; Martens, Magni; Ueland, Øydis; Bitnes, Janna Myrvold; Lea, Per; Hersleth, Margrethe; Nilsen, Asgeir Nikolai; Martens, Harald; Rødbotten, Marit. (2007) Future perspectives: From simplicity to complexity in sensory science. 7th Pangborn Sensory Science Symposium
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Conference lectureMartens, Harald; Wold, Svante. (2007) PLS tools for exploring causalities. 5th International Symposium on PLS and related methods
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Conference 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
2006
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Conference lectureAfseth, Nils Kristian; Kohler, Achim; Vegarud, Gerd; Berget, Ingunn; Isaksson, Tomas; Næs, Tormod; Martens, Harald. (2006) Campus Ås's Facilities for analysis of milk and other biological samples. The international Skjervold-symposium on Milk Quality
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Conference posterTomic, Oliver; Martens, Magni; Martens, Harald; Næs, Tormod. (2006) Scaling effects in sensory profiling. Sensometrics 2006 – Imagine the senses
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Conference 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
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Conference posterLien, Sigbjørn; Kohler, Achim; Wold, Jens-Petter; Afseth, Nils Kristian; Martens, Harald; Aass, Laila; Jørgensen, Knut; Selmer-Olsen, Eirik. (2006) Functional genomics and biospectroscopy for optimized milk and meat quality. The International Skjervold-symposium 2006
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Conference posterRye, Morten Beck; Færgestad, Ellen Mosleh; Grove, Harald; Berg, Franz Van Der; Martens, Harald; Hollung, Kristin; Westad, Frank; Bjerke, A H. (2006) Viewing Images As Spectra: A Novel approach of analysing 2DE proteome data. 7th Siena Meeting. From Genome To Proteome
2005
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Conference 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
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Conference 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
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Conference 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
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Conference lectureVegarud, Gerd; Hallén, Elin; Devold, Tove Gulbrandsen; Criscione, Andrea; Martens, Harald; Langsrud, Thor; Andréen, Anders; Skaugen, Morten. (2005) Identification of genetic variants in milk by MALDI-TOF analysis. Milk products and components in health and disease
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Conference lectureHollung, Kristin; Øverland, Margareth; HRUSTIC, MILICA; SEKULIC, PETAR; MILADINOVIC, JEGOR; Martens, Harald; Narum, Bjørg; Sahlstrøm, Stefan; Sørensen, Mette; Storebakken, Trond. (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.
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Conference lectureHollung, Kristin; Øverland, Margareth; HRUSTIC, MILICA; SEKULIC, PETAR; MILADINOVIC, JEGOR; Martens, Harald; Narum, Bjørg; Sahlstrøm, Stefan; Sørensen, Mette; Storebakken, Trond. (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.
2004
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Conference lectureMartens, Harald. (2004) From dirty data to clean information: Multivariate chemometrics in functional genomics. Norwegian Biochemical Society (BIFF)
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Conference lecture
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Conference lectureMartens, Harald. (2004) Separating Physics from Chemistry in Diffuse Spectroscopy. Chemometrics in Analytical Chemistry. Challenges for a maturing science
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Conference 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
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Conference lectureMartens, Harald. (2004) New data analysis methods for bioinformatics. The 27th Annual Midwest biopharmceutical statistics workshop
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Conference lectureMartens, Harald. (2004) Multivariate chemometrics: A culture for the “new bioinformatics”?. The 27th Annual Midwest biopharmaceutical statistics workshop
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Conference 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
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Conference lectureMartens, Harald. (2004) Informative Variable Amplification PLSR. Årsmøte, Norsk Kjemometrisk Selskap
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Conference lectureMartens, Harald. (2004) Multivariate and multiblock chemometrics: A culture for the “new bioinformatics” ?. Chemstat
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Conference lectureMartens, Harald. (2004) Improved jacknife variance estimates of bi-linear model parameters. Compstat
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Conference 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
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Conference lecture
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Conference 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
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Conference lecture
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Conference lectureMartens, Harald. (2004) Causality and the scientist’s data analytical process. Causality – a statistical viewpoint. Norevent/CIGENE
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Conference lectureMartens, Harald. (2004) Chemometrics and the new ”-omics”: Semi-soft modelling and interpretation. Chemometrics in Analytical Chemistry. Challenges for a maturing science.
2002
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Conference 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
2000
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Conference posterAnderssen, Endre; Tøndel, Kristin; Martens, Harald. (2000) Robust Experimental Design by Monte Carlo Simulations. QSAR 2000