Common and distinct components in data fusion

Separating common from distinctive variation

(2016) Frans M. van der Kloet et al.   BMC BIOINFORMATICS

Data Fusion in Metabolomics Using Coupled Matrix and Tensor Factorizations

(2015) Evrim Acar et al.   PROCEEDINGS OF THE IEEE

Multimodal Data Fusion: An Overview of Methods, Challenges, and Prospects

(2015) Dana Lahat et al.   PROCEEDINGS OF THE IEEE

Bayesian joint analysis of heterogeneous genomics data

(2014) Priyadip Ray et al.   BIOINFORMATICS

Structure-revealing data fusion

(2014) Evrim Acar et al.   BMC BIOINFORMATICS

Roux-en-Y Gastric Bypass Surgery, but Not Calorie Restriction, Reduces Plasma Branched-Chain Amino Acids in Obese Women Independent of Weight Loss or the Presence of Type 2 Diabetes

(2014) Mirjam A. Lips et al.   DIABETES CARE

Regularized generalized canonical correlation analysis for multiblock or multigroup data analysis

(2014) Arthur Tenenhaus et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

1H NMR-Based Urinary Metabolic Profiling Reveals Changes in Nicotinamide Pathway Intermediates Due to Postnatal Stress Model in Rat

(2014) Alberta Tomassini et al.   JOURNAL OF PROTEOME RESEARCH

Branched-chain amino acids in metabolic signalling and insulin resistance

(2014) Christopher J. Lynch et al.   Nature Reviews Endocrinology

Linking Gene Expression and Membrane Lipid Composition ofArabidopsis

(2014) Jedrzej Szymanski et al.   PLANT CELL

Nuclear magnetic resonance metabonomic profiling using tO2PLS

(2013) Gemma M. Kirwan et al.   ANALYTICA CHIMICA ACTA

Global, local and unique decompositions in OnPLS for multiblock data analysis

(2013) Tommy Löfstedt et al.   ANALYTICA CHIMICA ACTA

Joint and individual variation explained (JIVE) for integrated analysis of multiple data types

(2013) Eric F. Lock et al.   Annals of Applied Statistics

OnPLS integration of transcriptomic, proteomic and metabolomic data shows multi-level oxidative stress responses in the cambium of transgenic hipI- superoxide dismutase Populus plants

(2013) Vaibhav Srivastava et al.   BMC GENOMICS

Multi-block regression based on combinations of orthogonalisation, PLS-regression and canonical correlation analysis

(2013) Tormod Næs et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Identifying common and distinctive processes underlying multiset data

(2013) K. Van Deun et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Quantitative and predictive study of the evolution of wine quality parameters during high hydrostatic pressure processing

(2013) Yang Tao et al.   Innovative Food Science & Emerging Technologies

Application of near infrared (NIR) spectroscopy coupled to chemometrics for dried egg-pasta characterization and egg content quantification

(2012) Marta Bevilacqua et al.   FOOD CHEMISTRY

Preference mapping by PO-PLS: Separating common and unique information in several data blocks

(2011) Ingrid Måge et al.   FOOD QUALITY AND PREFERENCE

Regression shrinkage and selection via the lasso: a retrospective

(2011) Robert Tibshirani   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

A Higher-Order Generalized Singular Value Decomposition for Comparison of Global mRNA Expression from Multiple Organisms

(2011) Sri Priya Ponnapalli et al.   PLoS One

Simultaneous analysis of coupled data matrices subject to different amounts of noise

(2010) Tom F. Wilderjans et al.   BRITISH JOURNAL OF MATHEMATICAL & STATISTICAL PSYCHOLOGY

A generic linked-mode decomposition model for data fusion

(2010) Iven Van Mechelen et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Canonical Correlation Analysis for Data Fusion and Group Inferences

(2010) Nicolle Correa et al.   IEEE SIGNAL PROCESSING MAGAZINE

Evaluation of the Production Year in Italian and Chinese Tomato Paste for Geographical Determination Using O2PLS Models

(2010) R. Consonni et al.   JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY

Authentication of Trappist Beers by LC-MS Fingerprints and Multivariate Data Analysis

(2010) Elia Mattarucchi et al.   JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY

Metabolomics data exploration guided by prior knowledge

(2009) Robert A. van den Berg et al.   ANALYTICA CHIMICA ACTA

A structured overview of simultaneous component based data integration

(2009) Katrijn Van Deun et al.   BMC BIOINFORMATICS