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
  Vitenskapelig artikkel

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
  Vitenskapelig artikkel
• Martens, Harald. (2025) A Greener, Safer, and More Understandable AI for Natural Science and Technology. Journal of Chemometrics
  Vitenskapelig oversiktsartikkel

2024

• Menges, Daniel; Rasheed, Adil; Martens, Harald; Pedersen, Torbjørn. (2024) Real-Time Predictive Condition Monitoring Using Multivariate Data. IEEE Transactions on Image Processing
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• Martens, Harald. (2024) Se mønstrene i årsakenes virkninger. Kjemi
  Populærvitenskapelig artikkel

2023

• Martens, Harald. (2023) Causality, machine learning and human insight. Analytica Chimica Acta
  Vitenskapelig artikkel
• Martens, Harald; Pedersen, Torbjørn. (2023) Maskinlæring med blikk for fysikk. Teknisk Ukeblad
  Kommentar

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
  Korrigendum
• Vitale, Raffaele; Ruckebusch, Cyril; Burud, Ingunn; Martens, Harald Aagaard. (2022) Hyperspectral Video Analysis by Motion and Intensity Preprocessing and Subspace Autoencoding. Frontiers in Chemistry
  Vitenskapelig artikkel

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
  Vitenskapelig artikkel
• 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)
  Vitenskapelig artikkel

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.
  Vitenskapelig kapittel
• Fortuna, João; Martens, Harald Aagaard; Johansen, Tor Arne. (2020) Multivariate Image Fusion: A Pipeline For Hyperspectral Data Enhancement. Chemometrics and Intelligent Laboratory Systems
  Vitenskapelig artikkel
• 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.
  Vitenskapelig kapittel
• 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.
  Vitenskapelig kapittel

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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• Fortuna, João; Martens, Harald. (2017) Multivariate data modelling for de-shadowing of airborne hyperspectral imaging. Journal of Spectral Imaging
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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’.
  Vitenskapelig kapittel

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
  Vitenskapelig artikkel

2015

• Voit, Eberhard; Martens, Harald; Omholt, Stig William. (2015) 150 Years of the Mass Action Law. PLoS Computational Biology
  Vitenskapelig artikkel
• Martens, Harald. (2015) Quantitative Big Data: where chemometrics can contribute. Journal of Chemometrics
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel

2014

• Tøndel, Kristin; Martens, Harald. (2014) Analyzing complex mathematical model behavior by partial least squares regression-based multivariate metamodeling. Wiley Interdisciplinary Reviews: Computational Statistics
  Vitenskapelig oversiktsartikkel
• 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
  Vitenskapelig artikkel
• Tafintseva, Valeria; Tøndel, Kristin; Ponossov, Arkadi; Martens, Harald. (2014) Global structure of sloppiness in a nonlinear model. Journal of Chemometrics
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel

2013

• Nhek, Sarin; Indahl, Ulf Geir; Mosleth, Ellen Færgestad; Martens, Harald; Høy, Martin. (2013) Improving 2DE proteomics by computerized image analysis. UMB
  Doktoravhandling
• 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.
  Vitenskapelig kapittel
• 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
  Konferanseabstract
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• Rubingh, Carina M.; Martens, Harald; Voet, Hilko van der; Smilde, Age K.. (2013) The costs of complex model optimization. Chemometrics and Intelligent Laboratory Systems
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel

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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel

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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• Martens, Harald; Geladi, Paul. (2011) Multivariate calibration.
  Vitenskapelig kapittel
• Næs, Tormod; Tomic, Oliver; Mevik, Bjørn-Helge; Martens, Harald. (2011) Path modelling by sequential PLS regression. Journal of Chemometrics
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• Martens, Harald. (2011) The informative converse paradox: Windows into the unknown. Chemometrics and Intelligent Laboratory Systems
  Vitenskapelig artikkel

2010

• Martens, Harald; Kohler, Achim. (2010) Mathematics and measurements for high-throughput quantitative biology, Biological Theory. Biological Theory
  Vitenskapelig artikkel
• Sæbø, Solve; Martens, Magni; Martens, Harald. (2010) Three-block data modeling by endo- and exo-LPLS Regression.
  Vitenskapelig kapittel
• Kohler, Achim; Afseth, Nils Kristian; Jørgensen, Kjetil; Randby, Åshild Taksdal; Martens, Harald. (2010) Quality analysis of milk by vibrational spectroscopy.
  Vitenskapelig kapittel
• Kohler, Achim; Afseth, Nils Kristian; Martens, Harald. (2010) Chemometrics in biospectroscopy.
  Vitenskapelig kapittel
• 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)
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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,.
  Vitenskapelig kapittel
• Kohler, Achim; Martens, Harald; Segtnan, Vegard; Zimonja, Monika. (2010) Standard Normal Variate, Multiplicative Signal Correction and Extended Multiplicative Signal Correction Preprocessing in Biospectroscopy.
  Vitenskapelig kapittel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• Shi, Zhenqi; Cogdill, Robert P; Martens, Harald; Anderson, Carl A. (2010) Optical coefficient-based multivariate calibration on near-infrared spectroscopy. Journal of Chemometrics
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel

2009

• Martens, Harald. (2009) Non-linear multivariate dynamics modelled by PLSR.
  Faglig kapittel
• Martens, Harald. (2009) Domino PLS: A framework for multi-directional path modeling.
  Vitenskapelig kapittel
• Martens, Magni; Frøst, M.B.; Martens, Harald. (2009) Consumer attitudes to health and pleasure - survey data studied by PLSR.
  Vitenskapelig kapittel
• Martens, Harald; Kohler, Achim. (2009) Bio-chemometrics: Multivariate data modelling in systems biology. ?
  Konferanseabstract
• 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
  Vitenskapelig artikkel
• Martens, Harald; Kohler, Achim. (2009) Mathematics and Measurements for High-throughput Quantitative Biology. Biological Theory
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel

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
  Vitenskapelig artikkel
• Martens, Harald; Kohler, Achim; Naterstad, Kristine. (2008) Interpreting several types of measurements in bioscience.
  Vitenskapelig kapittel
• 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
  Vitenskapelig artikkel
• Wold, Svante; Høy, Martin; Martens, Harald; Trygg, Johan; Westad, Frank; MacGregor, John; Wise, Barry M.. (2008) The PLS model space revisited. Journal of Chemometrics
  Kommentar
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• Martens, Magni; Martens, Harald. (2008) The senses linking mind and matter. Mind and Matter
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel

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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• Martens, Harald; Veflingstad, Siren; Plahte, Erik; Bertrand, Dominique; Martens, Magni; Omholt, Stig W.. (2007) Chemometrics and Sensometrics for better mathematics in system biology.
  Faglig kapittel
• Indahl, Ulf; Martens, Harald; Næs, Tormod. (2007) From dummy regression to prior probabilities in PLS-Da. Journal of Chemometrics
  Vitenskapelig artikkel
• Martens, Magni; Tenenhaus, M.; Vinzi, V.E.; Martens, Harald. (2007) The use of partial least squares methods in new food product development.
  Vitenskapelig kapittel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel

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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• Chou, I-Chun; Voit, Eberhard; Martens, Harald. (2006) Parameter estimation in biochemical systems models with alternating regression. Theoretical Biology Medical Modelling
  Vitenskapelig artikkel
• 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
  Fagartikkel
• Anderssen, Endre; Dyrstad, Knut; Westad, Frank; Martens, Harald. (2006) Reducing over-optimism in variable selection by cross-model validation. Chemometrics and Intelligent Laboratory Systems
  Vitenskapelig artikkel
• 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
  Kommentar
• Anderssen, Endre; Dyrstad, Knut; Westad, Frank; Martens, Harald. (2006) Reducing over-optimism in variable selevcion by cross-model validation. Chemometrics and Intelligent Laboratory Systems
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• Thennadil, SN; Martens, Harald; Kohler, Achim. (2006) Physics-based multiplicative scatter correction approaches for improving the performance of calibration models. Applied Spectroscopy
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel

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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel

2004

• Bjørnstad, Åsmund; Westad, Frank; Martens, Harald. (2004) Analysis of genetic marker-phenotype relationships by jack-knifed partial least squares regression (PLSR). Hereditas
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• Martens, Harald; Martens, Magni; Gidskehaug, Lars; Stødkilde-Jørgensen, Hans. (2004) Bridge-PLS Regression: Two-block bilinear regression without deflation. Journal of Chemometrics
  Vitenskapelig artikkel
• Gidskehaug, Lars Halvor; Stodkilde-Jorgensen, H; Martens, Magni; Martens, Harald Aagaard. (2004) Bridge-PLS regression: two-block bilinear regression without deflation. Journal of Chemometrics
  Vitenskapelig artikkel

2003

• Westad, Frank; Hersleth, Margrethe; Lea, Per; Martens, Harald. (2003) Variable selection in PCA in sensory descriptive and consumer data. Food Quality and Preference
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel
• 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
  Vitenskapelig artikkel

2002

• Høy, Martin; Westad, Frank Ove; Martens, Harald. (2002) Combining bilinear modelling and ridge regression. Journal of Chemometrics
  Vitenskapelig artikkel

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
  Vitenskapelig artikkel

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
  Vitenskapelig artikkel

1998

• Høy, Martin; Steen, Kay; Martens, Harald Aagaard. (1998) Review of partial least squares regression prediction error in Unscrambler. Chemometrics and Intelligent Laboratory Systems
  Vitenskapelig artikkel