conftrace_

multivariate analysis

41 papers

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Co-occurring keywords

probabilistic modeling (852) multivariate time series (139) bayesian network (378) graphical model (864) probabilistic graphical model (226) extreme value theory (25) neural network (6616) time series forecasting (364) mutual information (724) feature selection (649)

Papers

Universal Models of Multivariate Temporal Point Processes AISTATS 2016
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 NIPS 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
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 NIPS 2014
Multivariate Maximal Correlation Analysis ICML 2014
Scoring anomalies: a M-estimation formulation AISTATS 2013
A Comparative Framework for Preconditioned Lasso Algorithms NIPS 2013
Exploring Functional Connectivities of the Human Brain using Multivariate Information Analysis NIPS 2009
A Kernel Statistical Test of Independence NIPS 2007
What's Strange About Recent Events (WSARE): An Algorithm for the Early Detection of Disease Outbreaks JMLR 2005