multivariate analysis

Multivariate Bayesian Structural Time Series Model JMLR 2018 Float Like a Butterfly Sting Like a Bee: Changes in Speech Preceded Parkinsonism Diagnosis for Muhammad Ali Interspeech 2017 The Expxorcist: Nonparametric Graphical Models Via Conditional Exponential Densities NeurIPS 2017 Covariance-based Clustering in Multivariate and Functional Data Analysis JMLR 2016 Joint Bayesian Modelling of Internal Dependencies and Relevant Multimorbidities of a Heterogeneous Disease PGM 2016 Learning Complex Uncertain States Changes via Asymmetric Hidden Markov Models: an Industrial Case PGM 2016 Multivariate tests of association based on univariate tests NeurIPS 2016 Sparse Representation of Multivariate Extremes with Applications to Anomaly Ranking AISTATS 2016 Square Root Graphical Models: Multivariate Generalizations of Univariate Exponential Families that Permit Positive Dependencies ICML 2016 Universal Models of Multivariate Temporal Point Processes AISTATS 2016 Learning the dependence structure of rare events: a non-asymptotic study COLT 2015 On Anomaly Ranking and Excess-Mass Curves AISTATS 2015 Discovering Structure in High-Dimensional Data Through Correlation Explanation NeurIPS 2014 Multivariate Maximal Correlation Analysis ICML 2014 A Comparative Framework for Preconditioned Lasso Algorithms NeurIPS 2013 Scoring anomalies: a M-estimation formulation AISTATS 2013 Exploring Functional Connectivities of the Human Brain using Multivariate Information Analysis NeurIPS 2009 A Kernel Statistical Test of Independence NeurIPS 2007 Sparse Kernel Orthonormalized PLS for feature extraction in large data sets NeurIPS 2006 What's Strange About Recent Events (WSARE): An Algorithm for the Early Detection of Disease Outbreaks JMLR 2005