Harald Martens

Om

Harald Martens (1946) er prof. emerit. ved Institutt for teknisk kybernetikk. Han er medlem i gruppen for Cybernetics in Biomedicine. Martens er utdannet sivilingeniør og har en dr.techn grad i kjemometri og multivariat kalibrering fra NTNU. Se engelsk side for mer informasjon.

Publikasjoner

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

2023

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

2022

Vitale, Raffaele; Ruckebusch, Cyril; Burud, Ingunn; Martens, Harald Aagaard. (2022) Hyperspectral Video Analysis by Motion and Intensity Preprocessing and Subspace Autoencoding. Frontiers in Chemistry
Vitenskapelig artikkel
Vitale, Raffaele; Ruckebusch, Cyril; Burud, Ingunn; Martens, Harald Aagaard. (2022) Corrigendum: Hyperspectral Video Analysis by Motion and Intensity Preprocessing and Subspace Autoencoding (Front. Chem., (2022), 10, (818974), 10.3389/fchem.2022.818974). Frontiers in Chemistry
Errata

2021

Sparta, Manuel; Varagnolo, Damiano; Stråbø, Kristian; Halvorsen, Svenn Anton; Herland, Egil Vålandsmyr; Martens, Harald Aagaard. (2021) Metamodeling of the Electrical Conditions in Submerged Arc Furnaces. Metallurgical and Materials Transactions B
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

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
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
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
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
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
Mosleth, Ellen Færgestad; McLeod, Anette; Rud, Ida; Axelsson, Lars ; Solberg, Lars Erik; Moen, Birgitte. (2020) Analysis of Megavariate Data in Functional Omics. Elsevier
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel

2017

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. (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
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
Vitenskapelig artikkel
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
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
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel

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

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

2014

Wu, Tim; Martens, Harald; Hunter, Peter; Mithraratne, Kumar. (2014) Emulating facial biomechanics using multivariate partial least squares surrogate models. International Journal for Numerical Methods in Biomedical Engineering
Vitenskapelig artikkel
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/review
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. (2014) A computational pipeline for quantification of mouse myocardial stiffness parameters. Computers in Biology and Medicine
Vitenskapelig artikkel

2013

Liland, Kristian Hovde; Høy, Martin; Martens, Harald; Sæbø, Solve. (2013) Distribution based truncation for variable selection in subspace methods for multivariate regression. Chemometrics and Intelligent Laboratory Systems
Vitenskapelig artikkel
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
Sammendrag/abstract
Martens, Harald; Tøndel, Kristin; Tafintseva, Valeria; Kohler, Achim; Plahte, Erik; Vik, Jon Olav. (2013) PLS-Based Multivariate Metamodeling of Dynamic Systems. Springer
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Nhek, Sarin; Indahl, Ulf Geir; Mosleth, Ellen Færgestad; Martens, Harald; Høy, Martin. (2013) Improving 2DE proteomics by computerized image analysis. UMB
Doktorgradsavhandling
Rubingh, Carina M.; Martens, Harald; van der Voet, Hilko; Smilde, Age K.. (2013) The costs of complex model optimization. Chemometrics and Intelligent Laboratory Systems
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
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

2012

Isaeva, Julia; Sæbø, Solve; Wyller, John Andreas; Nhek, Sarin; Martens, Harald. (2012) Fast and comprehensive fitting of complex mathematical models to massive amounts of empirical data. Chemometrics and Intelligent Laboratory Systems
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; 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
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
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
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
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

2011

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

2010

Kohler, Achim; Afseth, Nils Kristian; Jørgensen, Kjetil; Randby, Åshild Taksdal; Martens, Harald. (2010) Quality analysis of milk by vibrational spectroscopy. John Wiley & Sons
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Kohler, Achim; Afseth, Nils Kristian; Martens, Harald. (2010) Chemometrics in biospectroscopy. John Wiley & Sons
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Martens, Harald; Kohler, Achim. (2010) Mathematics and measurements for high-throughput quantitative biology, Biological Theory. Biological Theory
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
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
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
Vitenskapelig artikkel
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
Vitenskapelig artikkel
Kohler, Achim; Martens, Harald; Segtnan, Vegard; Zimonja, Monika. (2010) Standard Normal Variate, Multiplicative Signal Correction and Extended Multiplicative Signal Correction Preprocessing in Biospectroscopy. Elsevier
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Færgestad, Ellen Mosleth; Langsrud, Øyvind; Høy, Martin; Hollung, Kristin; Sæbø, Solve; Liland, Kristian Hovde. (2010) Analysis of megavariate data in functional genomics,. Elsevier
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
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
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
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
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)
Vitenskapelig artikkel
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
Vitenskapelig artikkel
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
Vitenskapelig artikkel
Sæbø, Solve; Martens, Magni; Martens, Harald. (2010) Three-block data modeling by endo- and exo-LPLS Regression. Springer Science+Business Media B.V.
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
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

2009

Kohler, Achim; Böcker, Ulrike; Warringer, Jonas; Blomberg, A; Omholt, Stig W; Stark, Eran. (2009) Reducing Inter-replicate Variation in Fourier Transform Infrared Spectroscopy by Extended Multiplicative Signal Correction. Applied Spectroscopy
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
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
Martens, Harald. (2009) Domino PLS: A framework for multi-directional path modeling. Springer
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Martens, Magni; Frøst, M.B.; Martens, Harald. (2009) Consumer attitudes to health and pleasure - survey data studied by PLSR. Springer
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Martens, Harald; Kohler, Achim. (2009) Bio-chemometrics: Multivariate data modelling in systems biology. ?
Sammendrag/abstract
Wolkenhauer, Olaf; Lao, Angelyn; Omholt, Stig W.; Martens, Harald. (2009) Systems approaches in molecular and cell biology: Making sense out of data; providing meaning to models. Proceedings of SPIE, the International Society for Optical Engineering
Vitenskapelig artikkel
Martens, Harald; Kohler, Achim. (2009) Mathematics and Measurements for High-throughput Quantitative Biology. Biological Theory
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
Martens, Harald. (2009) Non-linear multivariate dynamics modelled by PLSR.
Faglig kapittel

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
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
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. (2008) Estimating and correcting Mie scattering in synchrotron-based microscopic Fourier transform infrared spectra by extended multiplicative signal correction. Applied Spectroscopy
Vitenskapelig artikkel
Martens, Harald; Kohler, Achim; Naterstad, Kristine. (2008) Interpreting several types of measurements in bioscience. John Wiley & Sons
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Wold, Svante; Høy, Martin; Martens, Harald; Trygg, Johan; Westad, Frank; MacGregor, John. (2008) The PLS model space revisited. Journal of Chemometrics
Brev til redaktøren
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
Martens, Magni; Martens, Harald. (2008) The senses linking mind and matter. Mind and Matter
Vitenskapelig artikkel

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
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
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
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Indahl, Ulf; Martens, Harald; Næs, Tormod. (2007) From dummy regression to prior probabilities in PLS-Da. Journal of Chemometrics
Vitenskapelig artikkel
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
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
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
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
Vitenskapelig artikkel
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
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

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
Vitenskapelig artikkel
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
Thennadil, SN; Martens, Harald; Kohler, Achim. (2006) Physics-based multiplicative scatter correction approaches for improving the performance of calibration models. Applied Spectroscopy
Vitenskapelig artikkel
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
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
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
Brev til redaktøren
Chou, I-Chun; Voit, Eberhard; Martens, Harald. (2006) Parameter estimation in biochemical systems models with alternating regression. Theoretical Biology Medical Modelling
Vitenskapelig artikkel
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
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
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

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
Vitenskapelig artikkel
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
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
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
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
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
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

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

2003

Martens, Harald; Anderssen, Endre; Flatberg, Arnar; Gidskehaug, Lars Halvor; Høy, Martin; Westad, Frank. (2003) Regressing a matrix on descriptors of both its rows and columns, by low-rank L-PLS Regression. Computational Statistics & Data Analysis
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
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

2002

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

Tidsskriftspublikasjoner

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; Pedersen, Torbjørn. (2023) Maskinlæring med blikk for fysikk. Teknisk Ukeblad
Leserinnlegg
Martens, Harald. (2023) Causality, machine learning and human insight. Analytica Chimica Acta
Vitenskapelig artikkel
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
Vitale, Raffaele; Ruckebusch, Cyril; Burud, Ingunn; Martens, Harald Aagaard. (2022) Corrigendum: Hyperspectral Video Analysis by Motion and Intensity Preprocessing and Subspace Autoencoding (Front. Chem., (2022), 10, (818974), 10.3389/fchem.2022.818974). Frontiers in Chemistry
Errata
Sparta, Manuel; Varagnolo, Damiano; Stråbø, Kristian; Halvorsen, Svenn Anton; Herland, Egil Vålandsmyr; Martens, Harald Aagaard. (2021) Metamodeling of the Electrical Conditions in Submerged Arc Furnaces. Metallurgical and Materials Transactions B
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
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
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. (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
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
Vitenskapelig artikkel
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
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
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
Martens, Harald. (2015) Quantitative Big Data: where chemometrics can contribute. Journal of Chemometrics
Vitenskapelig artikkel
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
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
Voit, Eberhard; Martens, Harald; Omholt, Stig William. (2015) 150 Years of the Mass Action Law. PLoS Computational Biology
Vitenskapelig artikkel
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
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/review
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. (2014) A computational pipeline for quantification of mouse myocardial stiffness parameters. Computers in Biology and Medicine
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
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
Sammendrag/abstract
Rubingh, Carina M.; Martens, Harald; van der Voet, Hilko; Smilde, Age K.. (2013) The costs of complex model optimization. Chemometrics and Intelligent Laboratory Systems
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
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
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; 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; 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
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
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
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
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
Næs, Tormod; Tomic, Oliver; Mevik, Bjørn-Helge; Martens, Harald. (2011) Path modelling by sequential PLS regression. Journal of Chemometrics
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
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
Martens, Harald. (2011) The informative converse paradox: Windows into the unknown. Chemometrics and Intelligent Laboratory Systems
Vitenskapelig artikkel
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
Vitenskapelig artikkel
Martens, Harald; Kohler, Achim. (2010) Mathematics and measurements for high-throughput quantitative biology, Biological Theory. Biological Theory
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
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
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
Vitenskapelig artikkel
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
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
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
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
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)
Vitenskapelig artikkel
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
Vitenskapelig artikkel
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
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
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
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
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
Martens, Harald; Kohler, Achim. (2009) Bio-chemometrics: Multivariate data modelling in systems biology. ?
Sammendrag/abstract
Wolkenhauer, Olaf; Lao, Angelyn; Omholt, Stig W.; Martens, Harald. (2009) Systems approaches in molecular and cell biology: Making sense out of data; providing meaning to models. Proceedings of SPIE, the International Society for Optical Engineering
Vitenskapelig artikkel
Martens, Harald; Kohler, Achim. (2009) Mathematics and Measurements for High-throughput Quantitative Biology. Biological Theory
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
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
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
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. (2008) Estimating and correcting Mie scattering in synchrotron-based microscopic Fourier transform infrared spectra by extended multiplicative signal correction. Applied Spectroscopy
Vitenskapelig artikkel
Wold, Svante; Høy, Martin; Martens, Harald; Trygg, Johan; Westad, Frank; MacGregor, John. (2008) The PLS model space revisited. Journal of Chemometrics
Brev til redaktøren
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
Martens, Magni; Martens, Harald. (2008) The senses linking mind and matter. Mind and Matter
Vitenskapelig artikkel
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
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
Indahl, Ulf; Martens, Harald; Næs, Tormod. (2007) From dummy regression to prior probabilities in PLS-Da. Journal of Chemometrics
Vitenskapelig artikkel
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
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
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
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
Vitenskapelig artikkel
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
Vitenskapelig artikkel
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
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
Thennadil, SN; Martens, Harald; Kohler, Achim. (2006) Physics-based multiplicative scatter correction approaches for improving the performance of calibration models. Applied Spectroscopy
Vitenskapelig artikkel
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
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
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
Brev til redaktøren
Chou, I-Chun; Voit, Eberhard; Martens, Harald. (2006) Parameter estimation in biochemical systems models with alternating regression. Theoretical Biology Medical Modelling
Vitenskapelig artikkel
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
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
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
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
Vitenskapelig artikkel
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
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
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
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
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
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
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
Martens, Harald; Martens, Magni; Gidskehaug, Lars; Stødkilde-Jørgensen, Hans. (2004) Bridge-PLS Regression: Two-block bilinear regression without deflation. Journal of Chemometrics
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
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
Vitenskapelig artikkel
Bjørnstad, Åsmund; Westad, Frank; Martens, Harald. (2004) Analysis of genetic marker-phenotype relationships by jack-knifed partial least squares regression (PLSR). Hereditas
Vitenskapelig artikkel
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
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
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
Høy, Martin; Westad, Frank Ove; Martens, Harald. (2002) Combining bilinear modelling and ridge regression. Journal of Chemometrics
Vitenskapelig artikkel
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
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
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

Del av bok/rapport

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
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
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
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Mosleth, Ellen Færgestad; McLeod, Anette; Rud, Ida; Axelsson, Lars ; Solberg, Lars Erik; Moen, Birgitte. (2020) Analysis of Megavariate Data in Functional Omics. Elsevier
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
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
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Martens, Harald; Tøndel, Kristin; Tafintseva, Valeria; Kohler, Achim; Plahte, Erik; Vik, Jon Olav. (2013) PLS-Based Multivariate Metamodeling of Dynamic Systems. Springer
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Martens, Harald; Geladi, Paul. (2011) Multivariate calibration. John Wiley & Sons
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Kohler, Achim; Afseth, Nils Kristian; Jørgensen, Kjetil; Randby, Åshild Taksdal; Martens, Harald. (2010) Quality analysis of milk by vibrational spectroscopy. John Wiley & Sons
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Kohler, Achim; Afseth, Nils Kristian; Martens, Harald. (2010) Chemometrics in biospectroscopy. John Wiley & Sons
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Kohler, Achim; Martens, Harald; Segtnan, Vegard; Zimonja, Monika. (2010) Standard Normal Variate, Multiplicative Signal Correction and Extended Multiplicative Signal Correction Preprocessing in Biospectroscopy. Elsevier
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Færgestad, Ellen Mosleth; Langsrud, Øyvind; Høy, Martin; Hollung, Kristin; Sæbø, Solve; Liland, Kristian Hovde. (2010) Analysis of megavariate data in functional genomics,. Elsevier
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Sæbø, Solve; Martens, Magni; Martens, Harald. (2010) Three-block data modeling by endo- and exo-LPLS Regression. Springer Science+Business Media B.V.
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Martens, Harald. (2009) Domino PLS: A framework for multi-directional path modeling. Springer
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Martens, Magni; Frøst, M.B.; Martens, Harald. (2009) Consumer attitudes to health and pleasure - survey data studied by PLSR. Springer
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
Martens, Harald. (2009) Non-linear multivariate dynamics modelled by PLSR.
Faglig kapittel
Martens, Harald; Kohler, Achim; Naterstad, Kristine. (2008) Interpreting several types of measurements in bioscience. John Wiley & Sons
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
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
Vitenskapelig Kapittel/Artikkel/Konferanseartikkel
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

Rapport

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

Formidling

2019

Vitenskapelig foredrag

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

Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Populærvitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

Martens, Harald; Fortuna, João; Reberg, Jan Otto; Skjaervold, Nils Kristian. (2016) Høydimesjonale datastrømmer i helsesektoren. StOlavs HelsIT , Trondheim 2016-08-28 - 2016-08-29
Vitenskapelig foredrag

Martens, Harald. (2016) Brobygging mellom medisin og matematikk. HelseFørde FjordOmics: Medisinsk informasjonsrevolusjon , Førde 2016-05-02 - 2016-05-03
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Populærvitenskapelig foredrag

Martens, Harald. (2016) Rhythm & Blues i Big Data: Matematikk uten tårer. NTNU Åpen Dat , Trondheim 2016-04-27 - 2016-04-27

2015

Faglig foredrag

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

Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Faglig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

Martens, Harald. (2014) From Measurements to Models and back – and forth. NTNU Virtual Human Physiome (VPH'14) , Trondheim 2014-09-09 - 2014-09-12
Vitenskapelig foredrag

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
Faglig foredrag

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 -
Vitenskapelig foredrag

Martens, Harald. (2014) Modelometrics=Multivariate Metamodelling. Norsk Kjemisk Selskap, Kjemometrisk faggruppe Årsmøte, Kjemometrisk faggruppe , Bergen 2014-04-04 -

2013

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Faglig foredrag

Martens, Harald. (2013) NIR: From Dirty Data to Clean Information. NIR 2013 , Montpellier 2013-06-05 - 2013-06-06
Populærvitenskapelig foredrag

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
Populærvitenskapelig foredrag

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
Populærvitenskapelig foredrag

Martens, Harald. (2013) For mye data- for lite informasjon. Rotary møte , Ås 2013-09-28 - 2013-09-28
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
Populærvitenskapelig foredrag

Martens, Harald. (2013) For mye data- for lite informasjon. CAMO brukermøte , Trondheim 2013-11-14 - 2013-11-14
Populærvitenskapelig foredrag

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
Faglig foredrag

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
Populærvitenskapelig foredrag

Martens, Harald. (2013) Meta-modelling in mathematical biology. CAMO user meeting , Berlin 2013-04-24 - 2013-04-24
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

2012

Vitenskapelig foredrag

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

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

Martens, Harald. (2011) The Informative Converse paradox: Windows into the unknown. Norsk Statististisk Forening Statistisk konferanse , Røros 2011-05-14 - 2011-05-17
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

Martens, Harald. (2011) Kjemometri = teknologi og epistemologi. Faggruppe for Kjemometri,NKS Møte, Faggruppe for Kjemometri,NKS , Trondheim, NTNU 2011-04-04 - 2011-04-04
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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

2010

Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

Liland, Kristian Hovde; Høy, Martin; Martens, Harald. (2010) Truncated PLS. 21st Norwegian Symposium on Chemometrics , Sundvollen 2010-03-08 - 2010-03-10
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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

2009

Vitenskapelig foredrag

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
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
Vitenskapelig foredrag

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; 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
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
Vitenskapelig foredrag

Martens, Harald. (2008) MULTIVARIAT KALIBRERING ¿ på nytt besøk. Norsk Kjemometrisk Selskaps årlige kongress , Voss 2008-05-03 - 2008-05-05
Vitenskapelig foredrag

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; 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; 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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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; 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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
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
Vitenskapelig foredrag

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; 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; 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; 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
Vitenskapelig foredrag

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

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
Vitenskapelig foredrag

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
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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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

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
Vitenskapelig foredrag

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

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
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

2006

Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
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
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

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
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
Vitenskapelig foredrag

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

2004

Vitenskapelig foredrag

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
Vitenskapelig foredrag

Martens, Harald. (2004) Multivariate and multiblock chemometrics: A culture for the “new bioinformatics” ?. Chemstat , Pardubice, Chech Republic 2004-08-31 - 2004-08-31
Vitenskapelig foredrag

Martens, Harald. (2004) Multivariate chemometrics: A culture for the “new bioinformatics”?. Seminar , Riskhospitalet, Oslo 2004-06-08 - 2004-06-08
Vitenskapelig foredrag

Martens, Harald. (2004) Chemometrics and its potential for MALDI-TOF. Sequenom Users’ Meeting , Hamburg 2004-12-07 - 2004-12-07
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

Martens, Harald. (2004) Improved jacknife variance estimates of bi-linear model parameters. Compstat , Praha 2004-08-27 - 2004-08-27
Vitenskapelig foredrag

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
Vitenskapelig foredrag

Martens, Harald. (2004) Causality and the scientist’s data analytical process. Causality – a statistical viewpoint. Norevent/CIGENE , Oslo 2004-09-07 - 2004-09-08
Vitenskapelig foredrag

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
Vitenskapelig foredrag

Martens, Harald. (2004) Informative Variable Amplification PLSR. Årsmøte, Norsk Kjemometrisk Selskap , Geilo 2004-03-22 - 2004-03-24
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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
Vitenskapelig foredrag

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

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

Språkvelger

Harald Martens

Harald Martens

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