Model averaging strategies for structure learning in Bayesian networks with limited data

[1]  David Maxwell Chickering,et al.  Learning Bayesian Networks is NP-Complete , 2016, AISTATS.

[2]  Mary E. Edgerton,et al.  Bagged gene shaving for the robust clustering of high-throughput data , 2010, Int. J. Bioinform. Res. Appl..

[3]  Joshua M. Korn,et al.  Comprehensive genomic characterization defines human glioblastoma genes and core pathways , 2008, Nature.

[4]  Andrei S. Rodin,et al.  Mining genetic epidemiology data with Bayesian networks I: Bayesian networks and example application (plasma apoE levels) , 2005, Bioinform..

[5]  K. Sachs,et al.  Causal Protein-Signaling Networks Derived from Multiparameter Single-Cell Data , 2005, Science.

[6]  Paul P. Wang,et al.  Advances to Bayesian network inference for generating causal networks from observational biological data , 2004, Bioinform..

[7]  Tommi S. Jaakkola,et al.  Bias-Corrected Bootstrap and Model Uncertainty , 2003, NIPS.

[8]  Eric R. Ziegel,et al.  The Elements of Statistical Learning , 2003, Technometrics.

[9]  P. Green,et al.  Decomposable graphical Gaussian model determination , 1999 .

[10]  Nir Friedman,et al.  Data Analysis with Bayesian Networks: A Bootstrap Approach , 1999, UAI.

[11]  Nir Friedman,et al.  Learning Bayesian Network Structure from Massive Datasets: The "Sparse Candidate" Algorithm , 1999, UAI.

[12]  K.-C. Chang,et al.  Comparison of score metrics for Bayesian network learning , 1996, 1996 IEEE International Conference on Systems, Man and Cybernetics. Information Intelligence and Systems (Cat. No.96CH35929).

[13]  Doug Fisher,et al.  Learning from Data: Artificial Intelligence and Statistics V , 1996 .

[14]  Wray L. Buntine.  A Guide to the Literature on Learning Probabilistic Networks from Data , 1996, IEEE Trans. Knowl. Data Eng..

[15]  David Heckerman,et al.  Learning Bayesian Networks: A Unification for Discrete and Gaussian Domains , 1995, UAI.

[16]  J. York,et al.  Bayesian Graphical Models for Discrete Data , 1995 .

[17]  David Maxwell Chickering,et al.  Learning Bayesian Networks: The Combination of Knowledge and Statistical Data , 1994, Machine Learning.

[18]  Gregory F. Cooper,et al.  A Bayesian method for the induction of probabilistic networks from data , 1992, Machine Learning.

[19]  Gregory F. Cooper,et al.  A Bayesian Method for Constructing Bayesian Belief Networks from Databases , 1991, UAI.

[20]  Terence P. Speed,et al.  Markov chain Monte Carlo for Structural Inference with Prior Information , 2007 .

[21]  M. Kenward,et al.  An Introduction to the Bootstrap , 2007 .

[22]  BMC Bioinformatics , 2005 .

[23]  Nir Friedman,et al.  Being Bayesian About Network Structure. A Bayesian Approach to Structure Discovery in Bayesian Networks , 2004, Machine Learning.

[24]  Claudia Tarantola,et al.  Efficient Model Determination for Discrete Graphical Models , 2000 .

[25]  Yoshua Bengio,et al.  Pattern Recognition and Neural Networks , 1995 .

[26]  Raul Cano.  On The Bayesian Bootstrap , 1992 .

[27]  Andrew P. Sage,et al.  Uncertainty in Artificial Intelligence , 1987, IEEE Transactions on Systems, Man, and Cybernetics.