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  1. Employees

Språkvelger

Norsk

Harald Martens

Harald Martens


harald.martens@ntnu.no
+4795075025 Elektro D/B2, B045, Gløshaugen, O. S. Bragstads plass 2
About Publications Media

About

Harald Martens (1946) 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 25 000 times (2023).

Present positions

  • Professor Emeritus, Big Data Cybernetics / Dept. of Engineering Cybernetics, NTNU
  • Senior consultant  and founder, IDLETechs AS (quantitative, interpretable analysis of Technical Big Data)

Previous academic positions

  • Guest researcher Makerere U, Uganda (3 months)
  • Kyoto University, Japan (1 year)
  • Lund University, Sweden (1 year)
  • UC Davies, California, USA (1 year)
  • Guest professor, Biocentrum DTU, Denmark (5 years)
  • Adjunct professor, U-LIFE, Copenhagen (10 years)
  • Professor II, Institute physical chemistry, NTNU (5 years)
  • Professor II, IKBM, NMBU, Ås (5 years)
  • Professor II, IMT, NMBU, Ås (5 years)
  • Researcher, NOFIMA Ås (1973-86, 2003-2013)
  • External professor, Macau U. of Science and Technology (2019-2021)

Honours

  • Member of Norwegian Academy of Technical Sciences (NTVA)
  • Herman Wold gold medal from Swedish Chemical Society
  • Honorary member of Norwegian Chemometric Society
  • Chemometrics Prize/Eastern Analytical Symposium, USA
  • Chemometrics Lifetime Achievement Award, Computers in Analytical Chemistry
  • Fellow of NIR spectroscopy , the Internatl. Society for NIR Spectroscopy 
  • Karl H. Norris Award from the Internatl. Society for NIR Spectroscopy 

 

 

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

  • Chronological
  • By category
  • See all publications in Cristin

2023

  • Martens, Harald; Pedersen, Torbjørn. (2023) Maskinlæring med blikk for fysikk. Teknisk Ukeblad
    Reader opinion piece
  • Martens, Harald. (2023) Causality, machine learning and human insight. Analytica Chimica Acta
    Academic article

2022

  • Vitale, Raffaele; Ruckebusch, Cyril; Burud, Ingunn; Martens, Harald Aagaard. (2022) Corrigendum: Hyperspectral Video Analysis by Motion and Intensity Preprocessing and Subspace Autoencoding (Front. Chem., (2022), 10, (818974), 10.3389/fchem.2022.818974). Frontiers in Chemistry
    Errata
  • 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; Martens, Harald Aagaard; Halvorsen, Svenn Anton. (2021) Metamodeling of the electrical conditions in submerged arc furnaces. Social Science Research Network (SSRN)
    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

2020

  • Fortuna, João; Martens, Harald Aagaard; Johansen, Tor Arne. (2020) Multivariate Image Fusion: A Pipeline For Hyperspectral Data Enhancement. Chemometrics and Intelligent Laboratory Systems
    Academic article
  • Mosleth, Ellen Færgestad; McLeod, Anette; Rud, Ida; Axelsson, Lars ; Solberg, Lars Erik; Moen, Birgitte. (2020) Analysis of Megavariate Data in Functional Omics. Elsevier
    Academic chapter/article/Conference paper
  • Stefansson, Petter; Fortuna, João; Rahmati, Hodjatolah; Burud, Ingunn; Konevskikh, Tatiana; Martens, Harald Aagaard. (2020) Hyperspectral time series analysis: hyperspectral image data streams interpreted by modeling known and unknown variations. Elsevier
    Academic chapter/article/Conference paper
  • Vitale, Raffaele; Stefansson, Petter; Marini, Federico; Ruckebusch, Cyril; Burud, Ingunn; Martens, Harald Aagaard. (2020) Fast Analysis, Processing and Modeling of Hyperspectral Videos: Challenges and Possible Solutions. Elsevier
    Academic chapter/article/Conference paper

2017

  • Fortuna, João; Martens, Harald. (2017) Multivariate data modelling for de-shadowing of airborne hyperspectral imaging. Journal of Spectral Imaging
    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
  • Olsen, Hanne Gro; Knutsen, Tim Martin; Kohler, Achim; Svendsen, Morten; Gidskehaug, Lars Halvor; Grove, Harald. (2017) Genome-wide association mapping for milk fat composition and fine mapping of a QTL for de novo synthesis of milk fatty acids on bovine chromosome 13. Genetics Selection Evolution
    Academic article
  • Vitale, Raffaele; Zhyrova, Anna; Fortuna, João; de Noord, Onno E.; Ferrer, Alberto; Martens, Harald. (2017) On-The-Fly Processing of continuous high-dimensional data streams. Chemometrics and Intelligent Laboratory Systems
    Academic article
  • Skjaervold, Nils Kristian; Brovold, Helge; Rahmati, Hodjatolah; Martens, Harald; Tøndel, Kristin; Cedersund, Gunnar. (2017) Multivariate Analyses and the Bridging of Biology's ‘Math-Gap’. John Wiley & Sons
    Academic chapter/article/Conference paper

2016

  • Rahmati, Hodjatolah; Martens, Harald; Aamo, Ole Morten; Stavdahl, Øyvind; Støen, Ragnhild; Adde, Lars. (2016) Frequency analysis and feature reduction method for prediction of cerebral palsy in young infants. IEEE transactions on neural systems and rehabilitation engineering
    Academic article

2015

  • Voit, Eberhard; Martens, Harald; Omholt, Stig William. (2015) 150 Years of the Mass Action Law. PLoS Computational Biology
    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
  • Kohler, Achim; Böcker, Ulrike; Shapaval, Volha; Forsmark, Annabelle; Andersson, Mats; Warringer, Jonas. (2015) High-Throughput Biochemical Fingerprinting of Saccharomyces cerevisiae by Fourier Transform Infrared Spectroscopy. PLOS ONE
    Academic article
  • Rahmati, Hodjatolah; Martens, Harald; Aamo, Ole Morten; Stavdahl, Øyvind; Støen, Ragnhild; Adde, Lars. (2015) Frequency-based features for early cerebral palsy prediction. IEEE Engineering in Medicine and Biology Society. Conference Proceedings
    Academic article
  • Martens, Harald. (2015) Quantitative Big Data: where chemometrics can contribute. Journal of Chemometrics
    Academic article

2014

  • Tafintseva, Valeria; Tøndel, Kristin; Ponossov, Arkadi; Martens, Harald. (2014) Global structure of sloppiness in a nonlinear model. Journal of Chemometrics
    Academic article
  • Nordbø, Øyvind; Lamata, P.; Land, Sander; Niederer, Steven A.; Aronsen, Jan Magnus; Louch, William Edward. (2014) A computational pipeline for quantification of mouse myocardial stiffness parameters. Computers in Biology and Medicine
    Academic article
  • Wu, Tim; Martens, Harald; Hunter, Peter; Mithraratne, Kumar. (2014) Emulating facial biomechanics using multivariate partial least squares surrogate models. International Journal for Numerical Methods in Biomedical Engineering
    Academic article
  • Tøndel, Kristin; Martens, Harald. (2014) Analyzing complex mathematical model behavior by partial least squares regression-based multivariate metamodeling. Wiley Interdisciplinary Reviews: Computational Statistics
    Academic literature review

2013

  • Martens, Harald; Tøndel, Kristin; Tafintseva, Valeria; Kohler, Achim; Plahte, Erik; Vik, Jon Olav. (2013) PLS-Based Multivariate Metamodeling of Dynamic Systems. Springer
    Academic chapter/article/Conference paper
  • Nhek, Sarin; Indahl, Ulf Geir; Mosleth, Ellen Færgestad; Martens, Harald; Høy, Martin. (2013) Improving 2DE proteomics by computerized image analysis. UMB
    Doctoral dissertation
  • Shapaval, Volha; Böcker, Ulrike; Forsmark, Annabelle; Andersson, Mats; Warringer, Jonas; Martens, Harald. (2013) Fourier transform infrared spectroscopy for high-throughput phenotyping of Saccharomyces cereviseae. Yeast
    Abstract
  • 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; van der Voet, Hilko; 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
  • Karaman, Ibrahim; Qannari, El Mostafa; Martens, Harald; Hedemann, Mette Skou; Knudsen, Knud Erik Bach; Kohler, Achim. (2013) Comparison of Sparse and Jack-knife partial least squares regression methods for variable selection. Chemometrics and Intelligent Laboratory Systems
    Academic article
  • Urban, Jan; Hrouzek, Pavel; Stys, Dalibor; Martens, Harald. (2013) Estimation of Ion Competition via Correlated Responsivity Offset in Linear Ion Trap Mass Spectrometry Analysis: Theory and Practical Use in the Analysis of Cyanobacterial Hepatotoxin Microcystin-LR in Extracts of Food Additives. Biomedical Research
    Academic article

2012

  • 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. (2012) Nonlinear visualisation and pixel-based alignment of 2D electrophoresis images. 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; 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
  • 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
  • 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

2011

  • Martens, Harald; Geladi, Paul. (2011) Multivariate calibration. John Wiley & Sons
    Academic chapter/article/Conference paper
  • 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
  • Tøndel, Kristin; Indahl, Ulf Geir; Gjuvsland, Arne Bjørke; Vik, Jon Olav; Hunter, Peter J; Omholt, Stig W. (2011) Hierarchical Cluster-based Partial Least Squares Regression (HC-PLSR) is an efficient tool for metamodelling of nonlinear dynamic models. BMC Systems Biology
    Academic article
  • Martens, Harald. (2011) The informative converse paradox: Windows into the unknown. Chemometrics and Intelligent Laboratory Systems
    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
  • Næs, Tormod; Tomic, Oliver; Mevik, Bjørn-Helge; Martens, Harald. (2011) Path modelling by sequential PLS regression. Journal of Chemometrics
    Academic article

2010

  • Bassan, Paul; Kohler, Achim; Martens, Harald; Lee, Joe; Jackson, Edward; Lockyer, Nicholas. (2010) RMieS-EMSC correction for infrared spectra of biological cells: Extension using full Mie theory and GPU computing. Journal of Biophotonics
    Academic article
  • 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
  • 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
  • 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
  • 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; Byrne, Hugh J; Dumas, Paul. (2010) Resonant Mie Scattering (RMieS) correction of infrared spectra from highly scattering biological samples. The Analyst
    Academic article
  • Afseth, Nils Kristian; Martens, Harald; Randby, Åshild T.; Gidskehaug, Lars Halvor; Narum, Bjørg; Jørgensen, Kjetil. (2010) Predicting the Fatty Acid Composition of Milk: A Comparison of Two Fourier Transform Infrared Sampling Techniques. Applied Spectroscopy
    Academic article
  • Berget, Ingunn; Martens, Harald; Kohler, Achim; Sjurseth, Siri Kulberg; Afseth, Nils Kristian; Narum, Bjørg. (2010) Caprine CSN1S1 haplotype effect on gene expression and milk composition measured by Fourier transform infrared spectroscopy. Journal of Dairy Science (JDS)
    Academic article
  • Isaeva, Julia; Sæbø, Solve; Wyller, John; Liland, Kristian Hovde; Færgestad, Ellen Mosleth; Bro, Rasmus. (2010) Using GEMANOVA to explore the pattern generating properties of the Delta-Notch model. Journal of Chemometrics
    Academic article
  • Sæbø, Solve; Martens, Magni; Martens, Harald. (2010) Three-block data modeling by endo- and exo-LPLS Regression. Springer Science+Business Media B.V.
    Academic chapter/article/Conference paper
  • Kohler, Achim; Martens, Harald; Segtnan, Vegard; Zimonja, Monika. (2010) Standard Normal Variate, Multiplicative Signal Correction and Extended Multiplicative Signal Correction Preprocessing in Biospectroscopy. Elsevier
    Academic chapter/article/Conference paper
  • Færgestad, Ellen Mosleth; Langsrud, Øyvind; Høy, Martin; Hollung, Kristin; Sæbø, Solve; Liland, Kristian Hovde. (2010) Analysis of megavariate data in functional genomics,. Elsevier
    Academic chapter/article/Conference paper
  • Shapaval, Volha; Møretrø, Trond; Suso, Henri-Pierre; Åsli, Anette Wold; Schmitt, Jurgen; Lillehaug, Dag. (2010) A high-throughput microcultivation protocol for FTIR spectroscopic characterization and identification of fungi. Journal of Biophotonics
    Academic article
  • Martens, Harald; Kohler, Achim. (2010) Mathematics and measurements for high-throughput quantitative biology, Biological Theory. Biological Theory
    Academic article
  • Kohler, Achim; Afseth, Nils Kristian; Martens, Harald. (2010) Chemometrics in biospectroscopy. John Wiley & Sons
    Academic chapter/article/Conference paper
  • Kohler, Achim; Afseth, Nils Kristian; Jørgensen, Kjetil; Randby, Åshild Taksdal; Martens, Harald. (2010) Quality analysis of milk by vibrational spectroscopy. John Wiley & Sons
    Academic chapter/article/Conference paper

2009

  • Martens, Harald. (2009) Domino PLS: A framework for multi-directional path modeling. Springer
    Academic chapter/article/Conference paper
  • Martens, Magni; Frøst, M.B.; Martens, Harald. (2009) Consumer attitudes to health and pleasure - survey data studied by PLSR. Springer
    Academic chapter/article/Conference paper
  • Martens, Harald; 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
  • Kohler, Achim; Böcker, Ulrike; Warringer, Jonas; Blomberg, A; Omholt, Stig W; Stark, Eran. (2009) Reducing Inter-replicate Variation in Fourier Transform Infrared Spectroscopy by Extended Multiplicative Signal Correction. Applied Spectroscopy
    Academic article
  • Martens, Harald. (2009) Non-linear multivariate dynamics modelled by PLSR.
    Other
  • 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
  • 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; Kohler, Achim. (2009) Mathematics and Measurements for High-throughput Quantitative Biology. Biological Theory
    Academic article
  • Martens, Harald; Kohler, Achim. (2009) Bio-chemometrics: Multivariate data modelling in systems biology. ?
    Abstract
  • 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, 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
  • Martens, Harald; Kohler, Achim; Naterstad, Kristine. (2008) Interpreting several types of measurements in bioscience. John Wiley & Sons
    Academic chapter/article/Conference paper
  • Wold, Svante; Høy, Martin; Martens, Harald; Trygg, Johan; Westad, Frank; MacGregor, John. (2008) The PLS model space revisited. Journal of Chemometrics
    Letter to the editor
  • Rye, Morten Beck; Færgestad, Ellen Mosleth; Martens, Harald; Wold, Jens-Petter; Alsberg, Bjørn Kåre. (2008) An improved pixel-based approach for analyzing images in two-dimensional gel electrophoresis. Electrophoresis
    Academic article
  • Kohler, Achim; Sule-Suso, J.; Sockalingum, Ganesh D.; Tobin, M.; Bahrami, F.; Yang, Y. (2008) Estimating and correcting Mie scattering in synchrotron-based microscopic Fourier transform infrared spectra by extended multiplicative signal correction. Applied Spectroscopy
    Academic article
  • 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

2007

  • Mosleth, Ellen Færgestad; Rye, Morten Beck; Walczak, Beata; Gidskehaug, Lars; Wold, Jens Petter; Grove, Harald. (2007) Pixel-based analysis of multiple images for the identification of changes: A novel approach applied to unravel proteome patters of 2-D electrophoresis gel images. Proteomics
    Academic article
  • Færgestad, Ellen M.; Rye, Morten; Walczak, Beata; Gidskehaug, Lars; Wold, Jens Petter; Grove, Harald. (2007) PNM-hased analysis of multiple images for the identification changes: A novel approach applied to unravel proteome patters of 2-D electrophoresis gel images. Proteomics
    Academic article
  • Frandsen, L.W.; Dijksterhuis, Garmt; Martens, Harald; Martens, Magni. (2007) Consumer evaluation of milk authenticity explained both by consumer background characteristics and by product sensory descriptors. Journal of sensory studies
    Academic article
  • Martens, Magni; Tenenhaus, M.; Vinzi, V.E.; Martens, Harald. (2007) The use of partial least squares methods in new food product development. Woodhead Publishing Limited
    Academic chapter/article/Conference paper
  • Bitnes, Janna Myrvold; Martens, Harald; Ueland, Øydis; Martens, Magni. (2007) Longitudinal study of taste identification of sensory panellists: Effect of Ageing, Experience and Exposure. Food Quality and Preference
    Academic article
  • Frandsen, L.W.; Dijksterhuis, Garmt; Martens, Harald; Martens, Magni. (2007) CONSUMER EVALUATION OF MILK AUTHENTICITY EXPLAINED BOTH BY CONSUMER BACKGROUND CHARACTERISTICS AND BY PRODUCT SENSORY DESCRIPTORS. Journal of sensory studies
    Academic article
  • Martens, Harald; Kohler, Achim; Afseth, Nils Kristian; Wold, Jens-Petter; Hersleth, Margrethe; Berget, Ingunn. (2007) High-throughput Measurements for Functional Genomics of Milk. Journal of Animal and Feed Sciences
    Academic article
  • Martens, Harald; Veflingstad, Siren; Plahte, Erik; Bertrand, Dominique; Martens, Magni; Omholt, Stig W.. (2007) Chemometrics and Sensometrics for better mathematics in system biology.
    Other
  • Indahl, Ulf; Martens, Harald; Næs, Tormod. (2007) From dummy regression to prior probabilities in PLS-Da. Journal of Chemometrics
    Academic article
  • Kohler, Achim; Bertrand, Dominique; Martens, Harald; Hannesson, K.O.; Kirschner, Carolin; Ofstad, Ragni. (2007) Multivariate image analysis of a set of FTIR microspectroscopy images of aged bovine muscle tissue combining image and design information. Analytical and Bioanalytical Chemistry
    Academic article

2006

  • Anderssen, Endre; Dyrstad, Knut; Westad, Frank; Martens, Harald. (2006) Reducing over-optimism in variable selection by cross-model validation. Chemometrics and Intelligent Laboratory Systems
    Academic article
  • 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
  • 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
  • Hollung, Kristin; Øverland, Margareth; HRUSTIC, MILICA; SEKULIC, PETAR; MILADINOVIC, JEGOR; Martens, Harald. (2006) Correction. Evaluation of nonstarch polysaccharides and oligosaccharide content of different soyabean (Glycine max) by near-infrared spectroscopy and proteomics. Journal of Agricultural and Food Chemistry
    Letter to the editor
  • 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
  • Thennadil, SN; Martens, Harald; Kohler, Achim. (2006) Physics-based multiplicative scatter correction approaches for improving the performance of calibration models. Applied Spectroscopy
    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
  • Oust, Astrid; Moen, Birgitte; Martens, Harald; Rudi, Knut; Næs, Tormod; Kirschner, Carolin. (2006) Analysis of covariance patterns in gene expression data and FT-IR spectra. Journal of Microbiological Methods
    Academic article
  • Hollung, Kristin; Øverland, Margareth; MILADINOVIC, JEGOR; Martens, Harald; Narum, Bjørg; Sahlstrøm, Stefan. (2006) Evaluation of non-starch polysaccharides and oligosaccharide content of different soybean varieties (Glycine max) by near infrared spectroscopy. NIR news
    Article in business/trade/industry journal

2005

  • 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
  • Hollung, Kristin; Øverland, Margareth; HRUSTIC, MILICA; SEKULIC, PETAR; MILADINOVIC, JEGOR; Martens, Harald. (2005) Evaluation of non-starch polysaccharides and oligosaccharide content of different soybean varieties (Glycine max) by near-infrared spectroscopy and proteomics. Journal of Agricultural and Food Chemistry
    Academic article
  • 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
  • Martens, Harald; Anderssen, Endre; Flatberg, Arnar; Gidskehaug, Lars; Høy, Martin; Westad, Frank. (2005) Regression of a data matrix on descriptors of both its rows and of its columns via latent variables: L-PLSR. Computational Statistics & Data Analysis
    Academic article
  • Dijksterhuis, Garmt; Martens, Harald; Martens, Magni. (2005) Combined Procrustes Analysis and PLSR for internal and external mapping of data from multiple sources. Computational Statistics & Data Analysis
    Academic article
  • 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; Anderssen, Endre; Flatberg, Arnar; Gidskehaug, Lars Halvor; Hoy, M; Westad, Frank. (2005) Regression of a data matrix on descriptors of both its rows and of its columns via latent variables: L-PLSR. Computational Statistics & Data Analysis
    Academic article

2004

  • Martens, Harald; Martens, Magni; Gidskehaug, Lars; Stødkilde-Jørgensen, Hans. (2004) Bridge-PLS Regression: Two-block bilinear regression without deflation. Journal of Chemometrics
    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
  • Færgestad, Ellen ; Flæte, Nina Solheim; Magnus, Ellen Merethe; Hollung, Kristin; Martens, Harald; Uhlen, Anne Kjersti. (2004) Relationships between storage protein composition, protein content, growing season and flour quality of bread wheat. Journal of the Science of Food and Agriculture
    Academic article
  • Bjørnstad, Åsmund; Grønnerød, Siri; Mac Key, James; Tekauz, Andy; Crossa, Jose; Martens, Harald. (2004) Resistance to barley scald (Rhynchosporium secalis) in the Ethiopian donor lines 'Steudelli' and 'Jet', analyzed by partial least squares regression and interval mapping. Hereditas
    Academic article
  • 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. (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

  • Martens, Harald; Pedersen, Torbjørn. (2023) Maskinlæring med blikk for fysikk. Teknisk Ukeblad
    Reader opinion piece
  • Martens, Harald. (2023) Causality, machine learning and human insight. Analytica Chimica Acta
    Academic article
  • Vitale, Raffaele; Ruckebusch, Cyril; Burud, Ingunn; Martens, Harald Aagaard. (2022) Corrigendum: Hyperspectral Video Analysis by Motion and Intensity Preprocessing and Subspace Autoencoding (Front. Chem., (2022), 10, (818974), 10.3389/fchem.2022.818974). Frontiers in Chemistry
    Errata
  • 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
  • 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
  • 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
  • Fortuna, João; Martens, Harald Aagaard; Johansen, Tor Arne. (2020) Multivariate Image Fusion: A Pipeline For Hyperspectral Data Enhancement. Chemometrics and Intelligent Laboratory Systems
    Academic article
  • Fortuna, João; Martens, Harald. (2017) Multivariate data modelling for de-shadowing of airborne hyperspectral imaging. Journal of Spectral Imaging
    Academic article
  • 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
  • Olsen, Hanne Gro; Knutsen, Tim Martin; Kohler, Achim; Svendsen, Morten; Gidskehaug, Lars Halvor; Grove, Harald. (2017) Genome-wide association mapping for milk fat composition and fine mapping of a QTL for de novo synthesis of milk fatty acids on bovine chromosome 13. Genetics Selection Evolution
    Academic article
  • Vitale, Raffaele; Zhyrova, Anna; Fortuna, João; de Noord, Onno E.; Ferrer, Alberto; Martens, Harald. (2017) On-The-Fly Processing of continuous high-dimensional data streams. Chemometrics and Intelligent Laboratory Systems
    Academic article
  • 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
  • Voit, Eberhard; Martens, Harald; Omholt, Stig William. (2015) 150 Years of the Mass Action Law. PLoS Computational Biology
    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
  • Kohler, Achim; Böcker, Ulrike; Shapaval, Volha; Forsmark, Annabelle; Andersson, Mats; Warringer, Jonas. (2015) High-Throughput Biochemical Fingerprinting of Saccharomyces cerevisiae by Fourier Transform Infrared Spectroscopy. PLOS ONE
    Academic article
  • Rahmati, Hodjatolah; Martens, Harald; Aamo, Ole Morten; Stavdahl, Øyvind; Støen, Ragnhild; Adde, Lars. (2015) Frequency-based features for early cerebral palsy prediction. IEEE Engineering in Medicine and Biology Society. Conference Proceedings
    Academic article
  • Martens, Harald. (2015) Quantitative Big Data: where chemometrics can contribute. Journal of Chemometrics
    Academic article
  • Tafintseva, Valeria; Tøndel, Kristin; Ponossov, Arkadi; Martens, Harald. (2014) Global structure of sloppiness in a nonlinear model. Journal of Chemometrics
    Academic article
  • Nordbø, Øyvind; Lamata, P.; Land, Sander; Niederer, Steven A.; Aronsen, Jan Magnus; Louch, William Edward. (2014) A computational pipeline for quantification of mouse myocardial stiffness parameters. Computers in Biology and Medicine
    Academic article
  • Wu, Tim; Martens, Harald; Hunter, Peter; Mithraratne, Kumar. (2014) Emulating facial biomechanics using multivariate partial least squares surrogate models. International Journal for Numerical Methods in Biomedical Engineering
    Academic article
  • Tøndel, Kristin; Martens, Harald. (2014) Analyzing complex mathematical model behavior by partial least squares regression-based multivariate metamodeling. Wiley Interdisciplinary Reviews: Computational Statistics
    Academic literature review
  • Shapaval, Volha; Böcker, Ulrike; Forsmark, Annabelle; Andersson, Mats; Warringer, Jonas; Martens, Harald. (2013) Fourier transform infrared spectroscopy for high-throughput phenotyping of Saccharomyces cereviseae. Yeast
    Abstract
  • 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; van der Voet, Hilko; 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
  • 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; 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. (2012) Nonlinear visualisation and pixel-based alignment of 2D electrophoresis images. 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; 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
  • 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
  • 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
  • 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
  • Tøndel, Kristin; Indahl, Ulf Geir; Gjuvsland, Arne Bjørke; Vik, Jon Olav; Hunter, Peter J; Omholt, Stig W. (2011) Hierarchical Cluster-based Partial Least Squares Regression (HC-PLSR) is an efficient tool for metamodelling of nonlinear dynamic models. BMC Systems Biology
    Academic article
  • Martens, Harald. (2011) The informative converse paradox: Windows into the unknown. Chemometrics and Intelligent Laboratory Systems
    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
  • Næs, Tormod; Tomic, Oliver; Mevik, Bjørn-Helge; Martens, Harald. (2011) Path modelling by sequential PLS regression. Journal of Chemometrics
    Academic article
  • Bassan, Paul; Kohler, Achim; Martens, Harald; Lee, Joe; Jackson, Edward; Lockyer, Nicholas. (2010) RMieS-EMSC correction for infrared spectra of biological cells: Extension using full Mie theory and GPU computing. Journal of Biophotonics
    Academic article
  • 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
  • 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
  • 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
  • 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; Byrne, Hugh J; Dumas, Paul. (2010) Resonant Mie Scattering (RMieS) correction of infrared spectra from highly scattering biological samples. The Analyst
    Academic article
  • Afseth, Nils Kristian; Martens, Harald; Randby, Åshild T.; Gidskehaug, Lars Halvor; Narum, Bjørg; Jørgensen, Kjetil. (2010) Predicting the Fatty Acid Composition of Milk: A Comparison of Two Fourier Transform Infrared Sampling Techniques. Applied Spectroscopy
    Academic article
  • Berget, Ingunn; Martens, Harald; Kohler, Achim; Sjurseth, Siri Kulberg; Afseth, Nils Kristian; Narum, Bjørg. (2010) Caprine CSN1S1 haplotype effect on gene expression and milk composition measured by Fourier transform infrared spectroscopy. Journal of Dairy Science (JDS)
    Academic article
  • Isaeva, Julia; Sæbø, Solve; Wyller, John; Liland, Kristian Hovde; Færgestad, Ellen Mosleth; Bro, Rasmus. (2010) Using GEMANOVA to explore the pattern generating properties of the Delta-Notch model. Journal of Chemometrics
    Academic article
  • Shapaval, Volha; Møretrø, Trond; Suso, Henri-Pierre; Åsli, Anette Wold; Schmitt, Jurgen; Lillehaug, Dag. (2010) A high-throughput microcultivation protocol for FTIR spectroscopic characterization and identification of fungi. Journal of Biophotonics
    Academic article
  • Martens, Harald; Kohler, Achim. (2010) Mathematics and measurements for high-throughput quantitative biology, Biological Theory. Biological Theory
    Academic article
  • Martens, Harald; Veflingstad, Siren; Plahte, Erik; Martens, Magni; Bertrand, Dominique; Omholt, Stig W. (2009) The genotype-phenotype relationship in multicellular pattern-generating models - the neglected role of pattern descriptors. BMC Systems Biology
    Academic article
  • Kohler, Achim; Böcker, Ulrike; Warringer, Jonas; Blomberg, A; Omholt, Stig W; Stark, Eran. (2009) Reducing Inter-replicate Variation in Fourier Transform Infrared Spectroscopy by Extended Multiplicative Signal Correction. Applied Spectroscopy
    Academic article
  • 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
  • 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; Kohler, Achim. (2009) Mathematics and Measurements for High-throughput Quantitative Biology. Biological Theory
    Academic article
  • Martens, Harald; Kohler, Achim. (2009) Bio-chemometrics: Multivariate data modelling in systems biology. ?
    Abstract
  • 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
  • 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, 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
  • Wold, Svante; Høy, Martin; Martens, Harald; Trygg, Johan; Westad, Frank; MacGregor, John. (2008) The PLS model space revisited. Journal of Chemometrics
    Letter to the editor
  • Rye, Morten Beck; Færgestad, Ellen Mosleth; Martens, Harald; Wold, Jens-Petter; Alsberg, Bjørn Kåre. (2008) An improved pixel-based approach for analyzing images in two-dimensional gel electrophoresis. Electrophoresis
    Academic article
  • Kohler, Achim; Sule-Suso, J.; Sockalingum, Ganesh D.; Tobin, M.; Bahrami, F.; Yang, Y. (2008) Estimating and correcting Mie scattering in synchrotron-based microscopic Fourier transform infrared spectra by extended multiplicative signal correction. Applied Spectroscopy
    Academic article
  • 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
  • Mosleth, Ellen Færgestad; Rye, Morten Beck; Walczak, Beata; Gidskehaug, Lars; Wold, Jens Petter; Grove, Harald. (2007) Pixel-based analysis of multiple images for the identification of changes: A novel approach applied to unravel proteome patters of 2-D electrophoresis gel images. Proteomics
    Academic article
  • Færgestad, Ellen M.; Rye, Morten; Walczak, Beata; Gidskehaug, Lars; Wold, Jens Petter; Grove, Harald. (2007) PNM-hased analysis of multiple images for the identification changes: A novel approach applied to unravel proteome patters of 2-D electrophoresis gel images. Proteomics
    Academic article
  • 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
  • Bitnes, Janna Myrvold; Martens, Harald; Ueland, Øydis; Martens, Magni. (2007) Longitudinal study of taste identification of sensory panellists: Effect of Ageing, Experience and Exposure. Food Quality and Preference
    Academic article
  • Frandsen, L.W.; Dijksterhuis, Garmt; Martens, Harald; Martens, Magni. (2007) CONSUMER EVALUATION OF MILK AUTHENTICITY EXPLAINED BOTH BY CONSUMER BACKGROUND CHARACTERISTICS AND BY PRODUCT SENSORY DESCRIPTORS. Journal of sensory studies
    Academic article
  • Martens, Harald; Kohler, Achim; Afseth, Nils Kristian; Wold, Jens-Petter; Hersleth, Margrethe; Berget, Ingunn. (2007) High-throughput Measurements for Functional Genomics of Milk. Journal of Animal and Feed Sciences
    Academic article
  • Indahl, Ulf; Martens, Harald; Næs, Tormod. (2007) From dummy regression to prior probabilities in PLS-Da. Journal of Chemometrics
    Academic article
  • Kohler, Achim; Bertrand, Dominique; Martens, Harald; Hannesson, K.O.; Kirschner, Carolin; Ofstad, Ragni. (2007) Multivariate image analysis of a set of FTIR microspectroscopy images of aged bovine muscle tissue combining image and design information. Analytical and Bioanalytical Chemistry
    Academic article
  • 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
  • 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
  • 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
  • Hollung, Kristin; Øverland, Margareth; HRUSTIC, MILICA; SEKULIC, PETAR; MILADINOVIC, JEGOR; Martens, Harald. (2006) Correction. Evaluation of nonstarch polysaccharides and oligosaccharide content of different soyabean (Glycine max) by near-infrared spectroscopy and proteomics. Journal of Agricultural and Food Chemistry
    Letter to the editor
  • 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
  • Thennadil, SN; Martens, Harald; Kohler, Achim. (2006) Physics-based multiplicative scatter correction approaches for improving the performance of calibration models. Applied Spectroscopy
    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
  • Oust, Astrid; Moen, Birgitte; Martens, Harald; Rudi, Knut; Næs, Tormod; Kirschner, Carolin. (2006) Analysis of covariance patterns in gene expression data and FT-IR spectra. Journal of Microbiological Methods
    Academic article
  • Hollung, Kristin; Øverland, Margareth; MILADINOVIC, JEGOR; Martens, Harald; Narum, Bjørg; Sahlstrøm, Stefan. (2006) Evaluation of non-starch polysaccharides and oligosaccharide content of different soybean varieties (Glycine max) by near infrared spectroscopy. NIR news
    Article in business/trade/industry journal
  • 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
  • Hollung, Kristin; Øverland, Margareth; HRUSTIC, MILICA; SEKULIC, PETAR; MILADINOVIC, JEGOR; Martens, Harald. (2005) Evaluation of non-starch polysaccharides and oligosaccharide content of different soybean varieties (Glycine max) by near-infrared spectroscopy and proteomics. Journal of Agricultural and Food Chemistry
    Academic article
  • 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
  • Martens, Harald; Anderssen, Endre; Flatberg, Arnar; Gidskehaug, Lars; Høy, Martin; Westad, Frank. (2005) Regression of a data matrix on descriptors of both its rows and of its columns via latent variables: L-PLSR. Computational Statistics & Data Analysis
    Academic article
  • Dijksterhuis, Garmt; Martens, Harald; Martens, Magni. (2005) Combined Procrustes Analysis and PLSR for internal and external mapping of data from multiple sources. Computational Statistics & Data Analysis
    Academic article
  • 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; Anderssen, Endre; Flatberg, Arnar; Gidskehaug, Lars Halvor; Hoy, M; Westad, Frank. (2005) Regression of a data matrix on descriptors of both its rows and of its columns via latent variables: L-PLSR. Computational Statistics & Data Analysis
    Academic article
  • Martens, Harald; Martens, Magni; Gidskehaug, Lars; Stødkilde-Jørgensen, Hans. (2004) Bridge-PLS Regression: Two-block bilinear regression without deflation. Journal of Chemometrics
    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
  • Færgestad, Ellen ; Flæte, Nina Solheim; Magnus, Ellen Merethe; Hollung, Kristin; Martens, Harald; Uhlen, Anne Kjersti. (2004) Relationships between storage protein composition, protein content, growing season and flour quality of bread wheat. Journal of the Science of Food and Agriculture
    Academic article
  • Bjørnstad, Åsmund; Grønnerød, Siri; Mac Key, James; Tekauz, Andy; Crossa, Jose; Martens, Harald. (2004) Resistance to barley scald (Rhynchosporium secalis) in the Ethiopian donor lines 'Steudelli' and 'Jet', analyzed by partial least squares regression and interval mapping. Hereditas
    Academic article
  • 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
  • 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. (2003) Regressing a matrix on descriptors of both its rows and columns, by low-rank L-PLS Regression. Computational Statistics & Data Analysis
    Academic article
  • Høy, Martin; Westad, Frank Ove; Martens, Harald. (2002) Combining bilinear modelling and ridge regression. Journal of Chemometrics
    Academic article
  • Martens, Harald; Høy, Martin; Westad, Frank Ove; Folkenberg, Ditte; Martens, Magni. (2001) Analysis of designed experiments by stabilised PLS Regression and jack-knifing. Chemometrics and Intelligent Laboratory Systems
    Academic article
  • Westad, Frank Ove; Martens, Harald. (2000) Variable selection in near infrared spectroscopy based on significance testing in partial least squares regression. Journal of Near Infrared Spectroscopy
    Academic article
  • Høy, Martin; Steen, Kay; Martens, Harald Aagaard. (1998) Review of partial least squares regression prediction error in Unscrambler. Chemometrics and Intelligent Laboratory Systems
    Academic article

Part of book/report

  • Mosleth, Ellen Færgestad; McLeod, Anette; Rud, Ida; Axelsson, Lars ; Solberg, Lars Erik; Moen, Birgitte. (2020) Analysis of Megavariate Data in Functional Omics. Elsevier
    Academic chapter/article/Conference paper
  • Stefansson, Petter; Fortuna, João; Rahmati, Hodjatolah; Burud, Ingunn; Konevskikh, Tatiana; Martens, Harald Aagaard. (2020) Hyperspectral time series analysis: hyperspectral image data streams interpreted by modeling known and unknown variations. Elsevier
    Academic chapter/article/Conference paper
  • Vitale, Raffaele; Stefansson, Petter; Marini, Federico; Ruckebusch, Cyril; Burud, Ingunn; Martens, Harald Aagaard. (2020) Fast Analysis, Processing and Modeling of Hyperspectral Videos: Challenges and Possible Solutions. Elsevier
    Academic chapter/article/Conference paper
  • Skjaervold, Nils Kristian; Brovold, Helge; Rahmati, Hodjatolah; Martens, Harald; Tøndel, Kristin; Cedersund, Gunnar. (2017) Multivariate Analyses and the Bridging of Biology's ‘Math-Gap’. John Wiley & Sons
    Academic chapter/article/Conference paper
  • Martens, Harald; Tøndel, Kristin; Tafintseva, Valeria; Kohler, Achim; Plahte, Erik; Vik, Jon Olav. (2013) PLS-Based Multivariate Metamodeling of Dynamic Systems. Springer
    Academic chapter/article/Conference paper
  • Martens, Harald; Geladi, Paul. (2011) Multivariate calibration. John Wiley & Sons
    Academic chapter/article/Conference paper
  • Sæbø, Solve; Martens, Magni; Martens, Harald. (2010) Three-block data modeling by endo- and exo-LPLS Regression. Springer Science+Business Media B.V.
    Academic chapter/article/Conference paper
  • Kohler, Achim; Martens, Harald; Segtnan, Vegard; Zimonja, Monika. (2010) Standard Normal Variate, Multiplicative Signal Correction and Extended Multiplicative Signal Correction Preprocessing in Biospectroscopy. Elsevier
    Academic chapter/article/Conference paper
  • Færgestad, Ellen Mosleth; Langsrud, Øyvind; Høy, Martin; Hollung, Kristin; Sæbø, Solve; Liland, Kristian Hovde. (2010) Analysis of megavariate data in functional genomics,. Elsevier
    Academic chapter/article/Conference paper
  • Kohler, Achim; Afseth, Nils Kristian; Martens, Harald. (2010) Chemometrics in biospectroscopy. John Wiley & Sons
    Academic chapter/article/Conference paper
  • Kohler, Achim; Afseth, Nils Kristian; Jørgensen, Kjetil; Randby, Åshild Taksdal; Martens, Harald. (2010) Quality analysis of milk by vibrational spectroscopy. John Wiley & Sons
    Academic chapter/article/Conference paper
  • Martens, Harald. (2009) Domino PLS: A framework for multi-directional path modeling. Springer
    Academic chapter/article/Conference paper
  • Martens, Magni; Frøst, M.B.; Martens, Harald. (2009) Consumer attitudes to health and pleasure - survey data studied by PLSR. Springer
    Academic chapter/article/Conference paper
  • Martens, Harald. (2009) Non-linear multivariate dynamics modelled by PLSR.
    Other
  • Martens, Harald; Kohler, Achim; Naterstad, Kristine. (2008) Interpreting several types of measurements in bioscience. John Wiley & Sons
    Academic chapter/article/Conference paper
  • Martens, Magni; Tenenhaus, M.; Vinzi, V.E.; Martens, Harald. (2007) The use of partial least squares methods in new food product development. Woodhead Publishing Limited
    Academic chapter/article/Conference paper
  • Martens, Harald; Veflingstad, Siren; Plahte, Erik; Bertrand, Dominique; Martens, Magni; Omholt, Stig W.. (2007) Chemometrics and Sensometrics for better mathematics in system biology.
    Other

Report

  • Nhek, Sarin; Indahl, Ulf Geir; Mosleth, Ellen Færgestad; Martens, Harald; Høy, Martin. (2013) Improving 2DE proteomics by computerized image analysis. UMB
    Doctoral dissertation

Media

2019

  • Academic lecture
    Fuglerud, Silje Skeide; Milenko, Karolina Barbara; Ellingsen, Reinold; Aksnes, Astrid; Martens, Harald Aagaard; Hjelme, Dag Roar. (2019) Aqueous glucose sensing by fiber-based near-infrared spectroscopy. Nofima Scandinavian symposium on Chemometrics 16 , Oslo 2019-06-17 - 2019-06-20

2016

  • Academic lecture
    Martens, Harald. (2016) BIG DATA: Keeping humans in the loop . "La revolució del Big Data en la Química" BIG DATA: Keeping humans in the loop , Barcelona 2016-12-14 - 2016-12-14
  • Academic lecture
    Martens, Harald. (2016) Bedre oversikt og mer presise alarmer i intensivovervåking ved bruk av myk datamodellering. Høgskolen i Lillehammer HelsIT , Lillehammer 2016-04-19 - 2016-04-20
  • Academic lecture
    Martens, Harald. (2016) Nonlinear integrative subspace cybernetics (NISC) in the biosciences. NTNU Workshop on Machine Learning and Neuroscience , Med.fac. NTNU 2016-01-07 - 2016-01-07
  • Academic lecture
    Martens, Harald; Fortuna, João. (2016) Hyperspectral video: compression & comprehension. French Statistical Society /Chemometrics Invitation Chemometrics & Statistics in Image Analysis 2016-11-03 - 2016-11-03
  • Academic lecture
    Martens, Harald. (2016) Høydimensjonale datastrømmmer: Ikke Gucci-statistikk ikke Macho-matematikk ikke Blind Maskinlæring, men heller Rhythm & Blues fra data. Studentersamfunnet NTNU Eksenter-aften i studenersamfunnet, Trondheim , Trondheim 2016-10-06 - 2016-10-06
  • Popular scientific lecture
    Martens, Harald. (2016) Big Data i kjemi - Mer matte, statistikk og informatikk, takk! men mindre macho-matematikk, Gucci-statistikk og Blind maskinæring. Høiskolens kjemikerforening, NTNU Seminar 2016-11-06 - 2016-11-06
  • Academic lecture
    Martens, Harald. (2016) Brobygging mellom medisin og matematikk. HelseFørde FjordOmics: Medisinsk informasjonsrevolusjon , Førde 2016-05-02 - 2016-05-03
  • Academic lecture
    Martens, Harald; Fortuna, João; Reberg, Jan Otto; Skjaervold, Nils Kristian. (2016) Høydimesjonale datastrømmer i helsesektoren. StOlavs HelsIT , Trondheim 2016-08-28 - 2016-08-29
  • Popular scientific lecture
    Martens, Harald. (2016) Rhythm & Blues i Big Data: Matematikk uten tårer. NTNU Åpen Dat , Trondheim 2016-04-27 - 2016-04-27
  • Academic lecture
    Fortuna, João; Martens, Harald. (2016) Multivariate Data Modelling for deshadowing and On-The-Fly self-modelling. NTNU ITK Remote sensing , Trondheim 2016-09-28 - 2016-09-28
  • Academic lecture
    Fortuna, João; Martens, Harald. (2016) Multivariate Data Modelling for De-shadowing of Airborne Hyperspectral Imaging. International Association for Spectral Imaging IASIM-2016, 6th International Conference in Spectral Imaging , Chamonix-Mont-Blanc 2016-07-03 - 2016-07-06

2015

  • Lecture
    Rahmati, Hodjatolah; Martens, Harald; Aamo, Ole Morten; Stavdahl, Øyvind; Støen, Ragnhild; Adde, Lars. (2015) Frequency-Based Features for Early Cerebral Palsy Prediction. The 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society 2015-08-25 - 2015-08-29

2014

  • Academic lecture
    Martens, Harald; Fougner, Anders Lyngvi; Rahmati, Hodjatolah; Stavdahl, Øyvind; Aamo, Ole Morten. (2014) From measurements to models and back – and forth. NTNU Virtual Physiological Human Conference 2014 , Trondheim 2014-09-09 - 2014-09-12
  • Academic lecture
    Martens, Harald. (2014) From Measurements to Models and back – and forth. NTNU Virtual Human Physiome (VPH'14) , Trondheim 2014-09-09 - 2014-09-12
  • Academic lecture
    Martens, Harald. (2014) Modelometrics=Multivariate Metamodelling. Norsk Kjemisk Selskap, Kjemometrisk faggruppe Årsmøte, Kjemometrisk faggruppe , Bergen 2014-04-04 -
  • Lecture
    Martens, Harald. (2014) Separating physics from chemistry in optimcal measurements bo Optimized EMSC. the Council for Near Infrared Spectroscopy 17th Internatl Diffuse Reflectance conference, Chambersburg PA , Chambersburg, Penn 2014-08-02 - 2014-08-08
  • Academic lecture
    Martens, Harald. (2014) Measurement and modelling in six domains. International Association for Spectral Imaging 5th IASIM conference in spectral imaging , Roma 2014-12-03 - 2014-12-05
  • Academic lecture
    Martens, Harald. (2014) The importance of spectral preprocessing in data analysis for aquaphotomics. Kobe University,JP 5th Kobe University Brussels European Centre Symposium: Innovation, Environment and Globalization. Latest EU-Japan Research Collaboration , Brussels 2014-10-14 - 2014-10-15
  • Lecture
    Martens, Harald. (2014) Storing massive amounts of multichannel measurements in a searchable, but strongly compressed format. ANAEE ANAEE Computational Database Workshop , Oslo 2014-03-18 -
  • Academic lecture
    Martens, Harald. (2014) Sparse nominal-level PLSR with interactions. From time series data to nonlinear differential equation model. CNAM ( http://www.cnam.eu ) and ESSEC Business School ( htt PLS 2014 - Partial Least Squares and Related Methods Conference is , Paris 2014-05-26 - 2014-05-28
  • Academic lecture
    Martens, Harald. (2014) Multivariate soft modelling in hyperspectral imaging and hyperspectral video. Joint BM1205 COST Action and NTNU workshop on Hyperspectral imaging in medicine 2014-05-06 - 2014-05-07

2013

  • Popular scientific lecture
    Martens, Harald. (2013) Nytt perspektiv på statistikkutdanningen: Verktøy til å se verden med. Nytt perspektiv på statistikkutdanningen: Verktøy til å se verden med. Den nasjonale ressursgruppen for CSE , Trondheim 2013-02-27 - 2013-02-27
  • Popular scientific lecture
    Martens, Harald. (2013) For mye data- for lite informasjon. Rotary møte , Ås 2013-09-28 - 2013-09-28
  • Popular scientific lecture
    Martens, Harald. (2013) Meta-modelling in mathematical biology. CAMO user meeting , Berlin 2013-04-24 - 2013-04-24
  • Popular scientific lecture
    Martens, Harald. (2013) For mye data- for lite informasjon. CAMO brukermøte , Trondheim 2013-11-14 - 2013-11-14
  • Lecture
    Martens, Harald. (2013) NIR: From Dirty Data to Clean Information. NIR 2013 , Montpellier 2013-06-05 - 2013-06-06
  • Popular scientific lecture
    Martens, Harald. (2013) Om macho-modellering, meta-modellering og tvilens struktur i beregningsbiologi. Matematisk feilernæring i naturvitenskapene kan stenge for kjærligheten til sannhet og sunnhet. Vitenparken Pecha Kucha foredrag , Ås 2013-08-08 - 2013-08-08
  • Poster
    Martens, Harald; Tafintseva, Valeria; Isaeva, Julia; Nhek, Sarin; Nordbø, Øyvind; Tøndel, Kristin. (2013) Computational Biology and the Structure of Doubt. International Conference on Systems Biology (ICSB) , Copenhagen 2013-08-30 - 2013-09-03
  • Lecture
    Martens, Harald; Tøndel, Kristin. (2013) What does my model really do, - how can I improve it and speed it up, - what are its best parameter values, and how sure can I be about all of this?. Scandinavian Symposium on Chemometrics (ssc13) , Stockholm 2013-06-01 - 2013-06-02
  • Poster
    Martens, Harald; Tøndel, Kristin; Wu, Tim; Omholt, Stig W. (2013) What does my model really do, - how can I improve it and speed it up, - what are its best parameter values, and how sure can I be about all of this?. Scandinavian Symposium on Chemometrics , Stockholm 2013-06-01 - 2013-06-02
  • Popular scientific lecture
    Martens, Harald. (2013) Matematikk på levende organismer. Biologien innbyr til engasjerende hands-on erfaring med kvantitative metoder Realfag passer for mange, mange fler!. MNT-konferanse , Trondheim 2013-03-12 - 2013-03-13
  • Poster
    Martens, Harald; Tøndel, Kristin; Wu, Tim; Omholt, Stig W. (2013) What does my model really do, - how can I improve it and speed it up, - what are its best parameter values, and how sure can I be about all of this?. Mathematical Methods and Modeling of Biophysical Phenomena , Rio de Janeiro 2013-03-04 - 2013-03-08
  • Academic lecture
    Shapaval, Volha; Böcker, Ulrike; Forsmark, A; Andersson, M; Warringer, Jonas; Martens, Harald. (2013) Fourier transform infrared spectroscopy for high-throughput phenotyping of Saccharomyce cereviseae. Yeast 2013 , Frankfurt 2013-08-29 - 2013-09-03
  • Academic lecture
    Wu, T; Martens, Harald; Hunter, P; Mithraratne, Kumar. (2013) Estimating Muscle Activation Patterns using a Surrogate Model of Facial Biomechanics. The 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC'13) , Osaka 2013-07-03 - 2013-07-07

2012

  • Academic lecture
    Tafintseva, Valeria; Tøndel, Kristin; Ponossov, Arkadi; Martens, Harald. (2012) Inverse problem for models with many-to-one ambiguity. The Wallenburg Research Centre at Stias 2nd African-European Conference on Chemometrics (Afrodata 2012). , Stellenbosch 2012-11-19 - 2012-11-23

2011

  • Academic lecture
    Hassani, Sahar; Martens, Harald; Qannari, El Mostafa; Borge, Grethe Iren Andersen; Kohler, Achim. (2011) Analysis of metabolomics data by means of multi-block methods. Metabolic Profiling Forum Metabomeeting 2011 , Helsinki 25 - 28.09.11 2011-09-25 - 2011-09-28
  • Academic lecture
    Mehmood, Tahir; Martens, Harald; Sæbø, Solve; Warringer, Jonas; Snipen, Lars-Gustav. (2011) Feature Construction from Sequence Data for Revealing Genotype-Phenotype Relations. Bioinformatics for Young Scientists (BFYS) 2011 2011-03-16 - 2011-03-18
  • Poster
    Liland, Kristian Hovde; Sæbø, Solve; Høy, Martin; Martens, Harald. (2011) Distribution based truncation in multivariate calibration. 12th Scandinavian Symposium on Chemometrics , Billund 2011-06-07 - 2011-06-10
  • Academic lecture
    Martens, Harald. (2011) The Informative Converse paradox: Windows into the unknown. Norsk Statististisk Forening Statistisk konferanse , Røros 2011-05-14 - 2011-05-17
  • Academic lecture
    Isaeva, Julia; Sæbø, Solve; Wyller, John Andreas; Wolkenhauer, Olaf; Nhek, Sarin; Martens, Harald. (2011) New non-iterative method of fitting non-linear mathematical models to massive amounts of data. The Danih Chemometric Society 12th Scandinavian Symposium on Chemometrics , Billund 2011-06-08 - 2011-06-10
  • Academic lecture
    Isaeva, Julia; Sæbø, Solve; Wyller, John Andreas; Wolkenhauer, Olaf; Nhek, Sarin; Martens, Harald. (2011) Fitting of nonlinear models to massive amounts of data by new fast bi-linear method. 16th Norwegian Statistical Conference , Røros 2011-06-14 - 2011-06-17
  • Academic lecture
    Isaeva, Julia; Sæbø, Solve; Wyller, John Andreas; Wolkenhauer, Olaf; Nhek, Sarin; Martens, Harald. (2011) New non-iterative method of fitting nonlinear mathematical models to massive amounts of data. Norwegian Chemometrics Society Høstmøte i kjemometri , Lillestrøm 2011-09-29 - 2011-09-29
  • Academic lecture
    Isaeva, Julia; Martens, Magni; Sæbø, Solve; Wyller, John Andreas; Martens, Harald. (2011) Metamodel of curvature and its application to interpretation and prediction of function parameters. Specmod Specmod seminar , Ås 2011-05-31 - 2011-05-31
  • Academic lecture
    Isaeva, Julia; Sæbø, Solve; Wyller, John Andreas; Wolkenhauer, Olaf; Nhek, Sarin; Martens, Harald. (2011) Fitting of nonlinear models by fast direct look-up. University of Bergen Bioinformatics Forum for Young Scientists , Ullensvang, Hardanger 2011-03-16 - 2011-03-18
  • Academic lecture
    Martens, Harald. (2011) Mål mange topper – kjemometrien gir selektivitet og oppdagergledeJo mer data, jo mindre informasjon – med mindre vi kan tolke dataene. Norsk Kjemisk Selskap Lab’11, ANALYTISK KJEMI "Analytisk kjemi anvendt på mat, miljø og mennesker" , Lillestrøm, 2011-09-29 - 2011-09-29
  • Academic lecture
    Martens, Harald. (2011) The Informative Converse paradox: Windows into the unknown. UMB- CauSci project Workshop on Causation in Science, UMB, Ås Norway, Oct 17-20 2011 , Ås 2011-10-17 - 2011-10-21
  • Academic lecture
    Martens, Harald. (2011) Uventede fenomener i måledata: Hva kan vi observere og hva kan vi ikke observere?. Norsk kjemisk selskap/kjemometri Lab 11, årsmøte Faggruppe for kjemometri , Lillesrøm 2011-09-29 - 2011-09-29
  • Academic lecture
    Martens, Harald; Tøndel, Kristin; Isaeva, Julia; Vik, Jon Olav; Gjuvsland, Arne Bjørke; Plahte, Erik. (2011) Multivariate metamodelling for simplifying complex mathematical models in biology. U. Oxford 4th Cardiac Physiome Workshop, Merton College, Oxford, 8 –10 July 2011. , Oxford,Merton College 2011-07-08 - 2011-07-10
  • Academic lecture
    Martens, Harald. (2011) Kjemometri = teknologi og epistemologi. Faggruppe for Kjemometri,NKS Møte, Faggruppe for Kjemometri,NKS , Trondheim, NTNU 2011-04-04 - 2011-04-04
  • Academic lecture
    Martens, Harald; Tøndel, Kristin; Vik, Jon Olav; Isaeva, Julia; Sæbø, Solve; Kohler, Achim. (2011) Making the modeller's life easier: Assessing, comparing and simplifying high-dimensional mathematical models by multivariate bi-linear metamodelling. Fysikalsk Kjemi, NTNU Seminar, NTNU , Trondheim 2011-05-27 - 2011-05-27
  • Academic lecture
    Martens, Harald. (2011) Fra en analyse per prøve til tusen: Hva gjør jeg, og hvorfor?. Norsk kjemisk selskap/FENT Lab 11, Årsmøte FENT , Lillestrøm 2011-09-29 - 2011-09-29

2010

  • Academic lecture
    Næs, Tormod; Tomic, Oliver; Mevik, Bjørn-Helge; Martens, Harald. (2010) Path modelling by sequential PLS regression. Gjesteforelesning at Department of Statistics at University , Copenhagen 2010-11-09 - 2010-11-09
  • Academic lecture
    Næs, Tormod; Tomic, Oliver; Mevik, Bjørn-Helge; Martens, Harald. (2010) Path modelling by sequential PLS regression. 10th Sensometrics Meeting , Rotterdam 2010-07-25 - 2010-07-28
  • Academic lecture
    Martens, Harald; Isaeva, Julia; Sæbø, Solve. (2010) A Shape Database for Fast and Objective Estimation of Complex Models. Det 21. Norske kjemometrisymposium , Hotel Sundvolden 2010-03-08 - 2010-03-10
  • Academic lecture
    Mehmood, Tahir; Martens, Harald; Sæbø, Solve; Warringer, Jonas; Snipen, Lars. (2010) The Eliminator - A bootstrap -based algorithm for variable selection in Partial Least Squares. Afrodata: First African European Conference on Chemometrics , Rabat, Morocco 2010-09-20 - 2010-09-24
  • Academic lecture
    Liland, Kristian Hovde; Høy, Martin; Martens, Harald. (2010) Truncated PLS. 21st Norwegian Symposium on Chemometrics , Sundvollen 2010-03-08 - 2010-03-10
  • Academic lecture
    Martens, Harald; Sæbø, Solve; Isaeva, Julia. (2010) A shape database for fast and objective estimation of complex models. First African-European Conference on Chemometrics: Data Modelling in Biological Sciences and Industrial Processing , Rabat, Morocco 2010-09-20 - 2010-09-24

2009

  • Academic lecture
    Isaeva, Julia; Wyller, John; Sæbø, Solve; Liland, Kristian Hovde; Færgestad, Ellen Mosleth; Bro, Rasmus. (2009) Using GEMANOVA to explore the properties of dynamical systems models. 11th Scandinavian Symposium on Chemometrics , Loen/Stryn, Norge 2009-06-08 - 2009-06-11

2008

  • Poster
    Færgestad, Ellen Mosleth; Høy, Martin; Grove, Harald; Gidskehaug, Lars; Moldestad, Anette Aamodt; Hollung, Kristin. (2008) An improved and rapid method for analysis of 2-DE images; a pixel based approach. FROM GENOME TO PROTEOME: INTEGRATION AND PROTEOME COMPLETION , Siena, Italy 2008-08-31 - 2008-09-04
  • Academic lecture
    Martens, Harald. (2008) Explorative mathematics: Multivariate study of the behaviour of a high-dimensional non-linear dynamic model in systems biology. Prof. Inge Helland, Mat.Nat. utenTitteltekst , Universitetet i Oslo 2008-02-28 - 2008-02-28
  • Poster
    Martens, Harald; Kohler, Achim; Lien, Sigbjørn; Indahl, Ulf; Aass, Laila; Randby, Åshild T.. (2008) Functional genomics and bio-spectroscopy for optimized milk and meat quality. SPEC2008 , San Jose Dos Campos, Brazil 2008-10-28 - 2008-10-31
  • Poster
    Martens, Harald; Høy, Martin; Grove, Harald; Moldestad, Anette; Hollung, Kristin; Rye, Morten Beck. (2008) An improved and rapid method for analysis of 2-DE images; a pixel based approach. 8, Siena Meeting: From genome to proteome , Siena, italy 2008-08-28 - 2008-09-04
  • Poster
    Martens, Harald; Kohler, Achim; Narum, Bjørg; Randby, Åshild T.; Olsen, Hanne Gro; Jørgensen, Kjetil. (2008) Bio-spectroscopy and functional genomics for optimized milk and meat quality. Franske kjemometriske selskaps årsmøte , Lyon, Frankrike 2008-04-22 - 2008-04-25
  • Poster
    Martens, Harald; Sæbø, Solve; Wyller, John; Liland, Kristian Hovde; Færgestad, Ellen Mosleth; Bro, Rasmus. (2008) Exploring the parameter properties of the Delta-Notch model using GEMANOVA on sensory data from generated images. 9th International Conference on Systems Biology, ICSB2008 , Gøteborg 2008-08-25 - 2008-08-28
  • Academic lecture
    Martens, Harald. (2008) Bio-chemometrics: Finding dynamics and harmonics in the cacophony of data from molecular biology. Measuring Biology ¿ Quantitative Methods: Past and Future. Altenberg Workshop of Theoretical Biology , Konrad Lorentz Institute, Altenberg(Wien), Østerrike 2008-09-11 - 2008-09-14
  • Academic lecture
    Martens, Harald. (2008) MULTIVARIAT KALIBRERING ¿ på nytt besøk. Norsk Kjemometrisk Selskaps årlige kongress , Voss 2008-05-03 - 2008-05-05
  • Academic lecture
    Martens, Harald. (2008) Elucidation of control structures by multivariate dynamic data-. prof. Olaf Wolkenhauer, University of Rostoc utenTitteltekst , U. Rostock, Tyskland 2008-11-08 - 2008-11-09
  • Academic lecture
    Martens, Harald. (2008) Functional genomics and bio-spectroscopy for optimized milk and meat quality. Spec2008 , San Jose dos Campos Brazil 2008-10-28 - 2008-11-02
  • Poster
    Martens, Harald; Gjuvsland, Arne Bjørke; Kohler, Achim; Plahte, Erik; Omholt, Stig W.. (2008) Elucidation of control structures by multivariate dynamic data-modelling. 9th International Conference on Systems Biology ICSB2008 , Gøteborg 2008-08-25 - 2008-08-28
  • Academic lecture
    Martens, Harald. (2008) Nonlinear dynamics and multtivariate chemometrics. Forskerskolen i systembiologi, CIGENE/IMT/UMB utenTitteltekst , IMT, UMB 2008-05-16 - 2008-05-16
  • Poster
    Martens, Harald; Martens, Magni; Veflingstad, Siren; Plahte, Erik; Omholt, Stig W.. (2008) Exploration of a high-dimensional model in systems biology: The Delta/Notch non-linear dynamic model for cell differentiation. 9th International Conference on Systems Biology, ICSB2008 , Gøteborg 2008-08-25 - 2008-08-28
  • Academic lecture
    Martens, Harald; Kohler, Achim. (2008) Bio-spectroscopy and bio-chemometrics: High-throughput metabolic profiling for integrative genetics. Franske kjemometriske selskaps årskonferanse , Lyon, Frankrike 2008-04-08 - 2008-04-08
  • Poster
    Martens, Harald. (2008) Fettsyresammensetning i melkefett fra Milkoscan og andre biospektroskopiske hurtigmålinger. Mer og bedre grovfôr som basis for norsk kjøtt- og mjølkeproduksjon , UMB, Ås 2008-05-27 - 2008-05-27
  • Poster
    Sæbø, Solve; Wyller, John; Isaeva, Julia; Liland, Kristian Hovde; Færgestad, Ellen Mosleth; Bro, Rasmus. (2008) Exploring the parameter properties of the Delta-Notch model using GEMANOVA on sensory data from generated images. International Conference on Systems Biology , Gothenburg, Sweden 2008-08-23 - 2008-08-27
  • Academic lecture
    Perisic, Nebojsa; Afseth, Nils Kristian; Ofstad, Ragni; Martens, Harald; Böcker, Ulrike; Kohler, Achim. (2008) Study of food matrix and water interactions by spectroscopic techniques. Spec2008, São Jose dos Campos , São Paolo 2008-10-26 - 2008-10-29

2007

  • Poster
    Martens, Harald; Tenenhaus, M.; Vinzi, V.E.; Bookstein, Fred; Martens, Magni. (2007) Three PLS cultures, one PLS principle. 5th International Symposium on PLS and related methods , Ås, Norway 2007-09-03 - 2007-09-05
  • Poster
    Martens, Harald; Tenenhaus, M.; Vinzi, V.E.; Bookstein, Fred; Martens, Magni. (2007) Three PLS cultures, one PLS-principle. PLS 07 Exploring causalities by indirect observations , Ås 2007-09-05 - 2007-09-07
  • Academic lecture
    Sæbø, Solve; Kohler, Achim; Næs, Tormod; Martens, Harald. (2007) (Towards) a tool-box of methods for multi-matrix modelling. PLS07' , Matforsk, Ås 2007-09-05 - 2007-09-07
  • Academic lecture
    Mosleth, Ellen Færgestad; Liland, Kristian Hovde; Lillemo, Morten; Bro, Rasmus; van den Berg, Frans; Martens, Harald. (2007) The use of multi-way data compression approaches for exploring causality in functional genomics. PLS '07 - 5th International symposium , Ås 2007-09-05 - 2007-09-07
  • Poster
    Gidskehaug, Lars; Kohler, Achim; Olsen, Hanne Gro; Jørgensen, Kjetil; Narum, Bjørg; Afseth, Nils Kristian. (2007) Biospectroscopy and partial least squares regression as a sensitive tool for optimisation of milk quality. 5th International symposium on PLS and related methods , Ås 2007-09-05 - 2007-09-07
  • Poster
    Martens, Harald; Høy, Martin. (2007) PLS withour LS. 5th International Symposium on PLS and related methods , Ås, Norway 2007-09-03 - 2007-09-05
  • Poster
    Martens, Harald; Martens, Magni; Veflingstad, Siren; Plahte, Erik; Bertrand, Dominique; Omholt, Stig W.. (2007) Multivariate exploration of a high-dimensional model systems biology: The Delta/Notch non-lineas dynamic model for cell differentiation. Gensips '07 , Tampere, Finland 2007-06-10 - 2007-06-12
  • Academic lecture
    Martens, Harald; Wold, Svante. (2007) PLS tools for exploring causalities. 5th International Symposium on PLS and related methods , Ås 2007-09-03 - 2007-09-05
  • Poster
    Martens, Harald; Veflingstad, Siren; Plahte, Erik; Bertrand, Dominique; Martens, Magni; Omholt, Stig W.. (2007) Multivariate exploration of a high-dimensional model in systems biology: The Delta/Norch nonlinear dynamic model for cell differentiation. 5th International Symposium on PLS and related methods , Ås 2007-09-03 - 2007-09-05
  • Poster
    Martens, Harald; Veflingstad, Siren; Plahte, Erik; Bertrand, Dominique; Martens, Magni; Omholt, Stig W.. (2007) Multivariate exploration of a high-dimensional model in systems biology: The Delta/Notch non-linear dynamic model for cell differentiation. Kjemometri-symposium 2007 , Geilo 2007-03-20 - 2007-03-20
  • Academic lecture
    Martens, Harald. (2007) Integrative genetics. High-throughput measurements and multivariate data modelling: Functional genomics of milk at Campus Ås. KVL Københavns Univeritet utenTitteltekst , København 2007-03-14 - 2007-03-14
  • Poster
    Risvik, E.; Martens, Magni; Ueland, Øydis; Bitnes, Janna Myrvold; Lea, Per; Hersleth, Margrethe. (2007) Future perspectives: From simplicity to complexity in sensory science. 7th Pangborn Sensory Science Symposium , Minneapolis, USA 2007-08-12 - 2007-08-16
  • Academic lecture
    Martens, Harald; Veflingstad, Siren; Plahte, Erik; Bertrand, Dominique; Martens, Magni; Omholt, Stig W.. (2007) Explorative systems biology. Multivariate sensory and data analytical assessment of a complicated mathematical model: A high-dimensional non-linear dynamic model for cell differentiation in the Delta/Notch regulatory system. KVL utenTitteltekst , København 2007-03-14 - 2007-03-14
  • Academic lecture
    Sæbø, Solve; Almøy, Trygve; Flatberg, Arnar; Aastveit, Are Halvor; Martens, Harald. (2007) Classification of health status using LPLS and pathway information. Det 19. Norske Kjemometrisymposium , Geilo 2007-03-19 - 2007-03-21

2006

  • Poster
    Rye, Morten Beck; Mosleh Færgestad, Ellen; Grove, Harald; Van Der Berg, Franz; Martens, Harald; Hollung, Kristin. (2006) Viewing Images As Spectra: A Novel approach of analysing 2DE proteome data. 7th Siena Meeting. From Genome To Proteome , Siena 2006-09-03 - 2006-09-07
  • Poster
    Tomic, Oliver; Martens, Magni; Martens, Harald; Næs, Tormod. (2006) Scaling effects in sensory profiling. Matforsk Sensometrics 2006 – Imagine the senses , Ås 2006-08-01 - 2006-08-03
  • Poster
    Lien, Sigbjørn; Kohler, Achim; Wold, Jens-Petter; Afseth, Nils Kristian; Martens, Harald; Aass, Laila. (2006) Functional genomics and biospectroscopy for optimized milk and meat quality. The International Skjervold-symposium 2006 , Oslo, Norway 2006-10-26 - 2006-10-27
  • Academic lecture
    Afseth, Nils Kristian; Kohler, Achim; Vegarud, Gerd; Berget, Ingunn; Isaksson, Tomas; Næs, Tormod. (2006) Campus Ås's Facilities for analysis of milk and other biological samples. The international Skjervold-symposium on Milk Quality , Oslo, Norway 2006-10-26 - 2006-10-26
  • Academic lecture
    Sæbø, Solve; Almøy, Trygve; Aastveit, Are Halvor; Martens, Harald. (2006) Increasing Classifier Accuracy by Exploiting Background Variable Information using LPLS. The 23rd International Biometric Conference , Montreal Canada 2006-07-16 - 2006-07-21

2005

  • Poster
    Martens, Magni; Frøst, M.B.; Hildrum, Kjell Ivar; Martens, Harald. (2005) Light absorption and light scattering in food products separated by Nir/Vis spetroscopy and by sensory appearance profiling. 12th International Near-Infrared Spectroscopy Conference , New Zealand 2005-04-09 - 2005-04-15
  • Academic lecture
    Hollung, Kristin; Øverland, Margareth; HRUSTIC, MILICA; SEKULIC, PETAR; MILADINOVIC, JEGOR; Martens, Harald. (2005) Preliminary results on nutritional and feed technological properties of different soybean genotypes detected by near infrared spectroscopy and proteomics. XI International Feed Technological symposium. , Vrnjaka Banja. Serbia and Montenegro 2005-05-30 - 2005-06-03
  • Academic lecture
    Hollung, Kristin; Øverland, Margareth; HRUSTIC, MILICA; SEKULIC, PETAR; MILADINOVIC, JEGOR; Martens, Harald. (2005) Preliminary results on nutritional and feed technological properties of different soybean genotypes detected by near infrared spectroscopy and proteomics. XI International Feed Technological symposium. , Vrnja?ka Banja. Serbia and Montenegro 2005-05-30 - 2005-06-03
  • Academic lecture
    Vegarud, Gerd; Hallén, Elin; Devold, Tove Gulbrandsen; Criscione, Andrea; Martens, Harald; Langsrud, Thor. (2005) Identification of genetic variants in milk by MALDI-TOF analysis. Milk products and components in health and disease , Blue Lagoon, Iceland 2005-08-20 - 2005-08-23
  • Poster
    Zimonja, Monika; Berget, Ingunn; Martens, Harald; Berg, Paul Ragnar; Lien, Sigbjørn. (2005) Chemometrics in MALDI-TOF mass spectrometry: More accurate and economical SNP genotyping. 9'th Scandinavian Symposium on CHemometrics , Reykavik, Island 2005-08-21 - 2005-08-25
  • Academic lecture
    Mevik, Bjørn-Helge; Martens, Harald. (2005) Creating `nice' spectra from 1D-gels, with a focus on alignment. Pre-processing of (GC) MS and 1D-gel electrophoresis data , Matforsk, Ås 2005-11-29 - 2005-11-29

2004

  • Academic lecture
    Martens, Harald. (2004) Aims and challenges in applying statistics within industry: Interpretation, validation and optimization in analysis of more or less designed experiments. ENBIS , Ås 2004-05-13 - 2004-05-13
  • Academic lecture
    Martens, Harald. (2004) Causality and the scientist’s data analytical process. Causality – a statistical viewpoint. Norevent/CIGENE , Oslo 2004-09-07 - 2004-09-08
  • Academic lecture
    Martens, Harald. (2004) Causal modelling of “dirty data”: separating light absorbance and scattering in diffuse process spectroscopy. APACT'04: Advances in process analytics and control technology , Bath, UK 2004-04-26 - 2004-04-28
  • Academic lecture
    Martens, Harald. (2004) PLS Workshop: Interpreting disjoint data matrices by L-PLSR, U-PLSR and PLS Regression network: Domino PLS models. A Sense of Identity , Firenze 2004-09-26 - 2004-09-29
  • Academic lecture
    Martens, Harald. (2004) Multivariate chemometrics: A culture for the “new bioinformatics”?. Seminar , Riskhospitalet, Oslo 2004-06-08 - 2004-06-08
  • Academic lecture
    Martens, Harald. (2004) Chemometrics and the new ”-omics”: Semi-soft modelling and interpretation. Chemometrics in Analytical Chemistry. Challenges for a maturing science. , Lisboa 2004-09-20 - 2004-09-23
  • Academic lecture
    Martens, Harald. (2004) Separating Physics from Chemistry in Diffuse Spectroscopy. Chemometrics in Analytical Chemistry. Challenges for a maturing science , Lisboa 2004-09-20 - 2004-09-23
  • Academic lecture
    Martens, Harald. (2004) New data analysis methods for bioinformatics. The 27th Annual Midwest biopharmceutical statistics workshop , Ball State University, Munice, Indiana, USA 2004-05-24 - 2004-05-26
  • Academic lecture
    Martens, Harald. (2004) Informative Variable Amplification PLSR. Årsmøte, Norsk Kjemometrisk Selskap , Geilo 2004-03-22 - 2004-03-24
  • Academic lecture
    Martens, Harald. (2004) Improved jacknife variance estimates of bi-linear model parameters. Compstat , Praha 2004-08-27 - 2004-08-27
  • Academic lecture
    Martens, Harald. (2004) The relationship between sensory and chemical data in modelling and controlling the sensory quality of typical food products. A Sense of Identity , Firenze 2004-09-26 - 2004-09-29
  • Academic lecture
    Martens, Harald. (2004) Multivariate chemometrics: A culture for the “new bioinformatics”?. The 27th Annual Midwest biopharmaceutical statistics workshop , Ball State University, Munice, Indiana, USA 2004-05-24 - 2004-05-26
  • Academic lecture
    Martens, Harald. (2004) Chemometrics and its potential for MALDI-TOF. Sequenom Users’ Meeting , Hamburg 2004-12-07 - 2004-12-07
  • Academic lecture
    Martens, Magni; Martens, Harald. (2004) Invited course in multivariate data analysis Lectures: #1 Why Multivariate Data Analysis? #2: BLM Theory #3: Demonstration of Bi-linear modelling #4: Sensory-Chemical relationships #5: Recent BLM Developments. Annual meeting, Japanese Society for Chemometrics and Sensometrics , Tokyo 2004-11-06 - 2004-11-06
  • Academic lecture
    Martens, Harald. (2004) From dirty data to clean information: Multivariate chemometrics in functional genomics. Norwegian Biochemical Society (BIFF) , Ås 2004-10-22 - 2004-10-22
  • Academic lecture
    Martens, Harald. (2004) Multivariate and multiblock chemometrics: A culture for the “new bioinformatics” ?. Chemstat , Pardubice, Chech Republic 2004-08-31 - 2004-08-31

2002

  • Poster
    Færgestad, Ellen ; Flæte, Nina Solheim; Uhlen, Anne Kjersti; Magnus, Ellen Merethe; Martens, Harald. (2002) Soft modelling in bioinformatics by partial least square regression (PLSR). Federation of Analytical Chemistry & Spectroscopy Societies Providence , Rhode Island 2002-10-13 - 2002-10-17

2000

  • Poster
    Anderssen, Endre; Tøndel, Kristin; Martens, Harald. (2000) Robust Experimental Design by Monte Carlo Simulations. QSAR 2000 , Dusseldorf, 27.8.-1.9.2000
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