conftrace_

dynamic bayesian network

38 papers

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Also known as

DBN

Co-occurring keywords

structure learning (341) graphical model (864) time series (435) bayesian inference (1907) causal inference (1630) probabilistic graphical model (226) causal discovery (460) markov chain monte carlo (725) probabilistic inference (312) probabilistic modeling (852)

Papers

The Extended Parameter Filter ICML 2013
Tracking Time-varying Graphical Structure NIPS 2013
Bayesian regularization of non-homogeneous dynamic Bayesian networks by globally coupling interaction parameters AISTATS 2012
Learning Non-Stationary Dynamic Bayesian Networks JMLR 2010
Inter-time segment information sharing for non-homogeneous dynamic Bayesian networks NIPS 2010
Why are DBNs sparse? AISTATS 2010
Time-Varying Dynamic Bayesian Networks NIPS 2009
Non-stationary continuous dynamic Bayesian networks NIPS 2009
Non-stationary dynamic Bayesian networks NIPS 2008
Dynamic Conditional Random Fields: Factorized Probabilistic Models for Labeling and Segmenting Sequence Data JMLR 2007
Discovering Weakly-Interacting Factors in a Complex Stochastic Process NIPS 2007
Multi-dynamic Bayesian Networks NIPS 2006
Causal Graph Based Decomposition of Factored MDPs JMLR 2006