A Gibbs Sampler for Learning DAGs
暂无分享,去创建一个
[1] Daniel B. Carr,et al. Scatterplot matrix techniques for large N , 1986 .
[2] W. Wong,et al. Learning Causal Bayesian Network Structures From Experimental Data , 2008 .
[3] Tom Burr,et al. Causation, Prediction, and Search , 2003, Technometrics.
[4] J B GoudieRobert,et al. A Gibbs sampler for learning DAGs , 2016 .
[5] Mikko Koivisto,et al. Exact Structure Discovery in Bayesian Networks with Less Space , 2009, UAI.
[6] Julian Besag,et al. Discussion: Markov Chains for Exploring Posterior Distributions , 1994 .
[7] Kevin B. Korb,et al. Bayesian Artificial Intelligence, Second Edition , 2010 .
[8] J. Berger,et al. Optimal predictive model selection , 2004, math/0406464.
[9] Srinivas Aluru,et al. Parallel globally optimal structure learning of Bayesian networks , 2013, J. Parallel Distributed Comput..
[10] Valerie King,et al. A fully dynamic algorithm for maintaining the transitive closure , 1999, STOC '99.
[11] Nir Friedman,et al. Being Bayesian About Network Structure. A Bayesian Approach to Structure Discovery in Bayesian Networks , 2004, Machine Learning.
[12] Hani Doss. Discussion: Markov Chains for Exploring Posterior Distributions , 1994 .
[13] Richard E. Neapolitan,et al. Learning Bayesian networks , 2007, KDD '07.
[14] Zhi Geng,et al. A Recursive Method for Structural Learning of Directed Acyclic Graphs , 2008, J. Mach. Learn. Res..
[15] J. Ian Munro,et al. Efficient Determination of the Transitive Closure of a Directed Graph , 1971, Inf. Process. Lett..
[16] J. York,et al. Bayesian Graphical Models for Discrete Data , 1995 .
[17] Sean C. Bendall,et al. Single-Cell Mass Cytometry of Differential Immune and Drug Responses Across a Human Hematopoietic Continuum , 2011, Science.
[18] Daniel Zelterman,et al. Bayesian Artificial Intelligence , 2005, Technometrics.
[19] David Maxwell Chickering,et al. Learning Bayesian Networks: The Combination of Knowledge and Statistical Data , 1994, Machine Learning.
[20] N. Meinshausen,et al. High-dimensional graphs and variable selection with the Lasso , 2006, math/0608017.
[21] Catherine Blake,et al. UCI Repository of machine learning databases , 1998 .
[22] Don Coppersmith,et al. Matrix multiplication via arithmetic progressions , 1987, STOC.
[23] David Maxwell Chickering,et al. Learning Equivalence Classes of Bayesian Network Structures , 1996, UAI.
[24] Mikko Koivisto,et al. Finding optimal Bayesian networks using precedence constraints , 2013, J. Mach. Learn. Res..
[25] Giuseppe F. Italiano,et al. Trade-offs for fully dynamic transitive closure on DAGs: breaking through the O(n2 barrier , 2005, JACM.
[26] David Maxwell Chickering,et al. Optimal Structure Identification With Greedy Search , 2003, J. Mach. Learn. Res..
[27] David Heckerman,et al. Learning Gaussian Networks , 1994, UAI.
[28] Jin Tian,et al. Computing Posterior Probabilities of Structural Features in Bayesian Networks , 2009, UAI.
[29] Mikko Koivisto,et al. Exact Bayesian Structure Discovery in Bayesian Networks , 2004, J. Mach. Learn. Res..
[30] Paolo Giudici,et al. Improving Markov Chain Monte Carlo Model Search for Data Mining , 2004, Machine Learning.
[31] Satoru Miyano,et al. Parallel Algorithm for Learning Optimal Bayesian Network Structure , 2011, J. Mach. Learn. Res..
[32] Diego Colombo,et al. Order-independent constraint-based causal structure learning , 2012, J. Mach. Learn. Res..
[33] Connectedness conditions for the convergence of the Gibbs sampler , 1997 .
[34] David Eppstein,et al. Dynamic graph algorithms , 2010 .
[35] Nir Friedman,et al. Probabilistic Graphical Models - Principles and Techniques , 2009 .
[36] Marco Grzegorczyk,et al. Improving the structure MCMC sampler for Bayesian networks by introducing a new edge reversal move , 2008, Machine Learning.
[37] Gregory F. Cooper,et al. The ALARM Monitoring System: A Case Study with two Probabilistic Inference Techniques for Belief Networks , 1989, AIME.
[38] L. Wigfall,et al. HIV testing among midlife women in the deep south: an analysis of the 2008 Behavioral Risk Factor Surveillance System survey data. , 2011, Journal of women's health.
[39] D. Rubin,et al. Inference from Iterative Simulation Using Multiple Sequences , 1992 .
[40] J. Besag. Spatial Interaction and the Statistical Analysis of Lattice Systems , 1974 .
[41] G. Roberts,et al. Updating Schemes, Correlation Structure, Blocking and Parameterization for the Gibbs Sampler , 1997 .
[42] Peter Bühlmann,et al. Estimating High-Dimensional Directed Acyclic Graphs with the PC-Algorithm , 2007, J. Mach. Learn. Res..
[43] Kevin P. Murphy,et al. Bayesian structure learning using dynamic programming and MCMC , 2007, UAI.
[44] Robert Castelo,et al. On Inclusion-Driven Learning of Bayesian Networks , 2003, J. Mach. Learn. Res..