A Bayesian approach to learning Bayesian networks with local structure (1997)

by David Maxwell Chickering , David Heckerman , Christopher Meek
Venue:In Proceedings of Thirteenth Conference on Uncertainty in Artificial Intelligence
Citations:166 - 13 self

Active Bibliography

849 A tutorial on learning with Bayesian networks – David Heckerman - 1995
21 Learning Mixtures of Bayesian Networks – Bo Thiesson, Christopher Meek, David Maxwell Chickering, David Heckerman - 1997
79 A Bayesian Approach to Causal Discovery – David Heckerman, Christopher Meek, Gregory Cooper - 1997
8 Challenge: Where is the Impact of Bayesian Networks in Learning? – Nir Friedman, Moises Goldszmidt, David Heckerman - 1997
586 Bayesian Network Classifiers – Nir Friedman, Dan Geiger, Moises Goldszmidt - 1997
130 Learning Bayesian Networks is NP-Hard – David Chickering, Dan Geiger, David Heckerman - 1994
3 A Bayesian Local Causal Discovery Framework – Subramani Mani - 2005
40 Optimal reinsertion: A new search operator for accelerated and more accurate bayesian network structure learning – Andrew Moore, Dagscore D - 2003
46 Ordering-based search: A simple and effective algorithm for learning Bayesian networks – Marc Teyssier - 2005
27 A new approach for learning belief networks using independence criteria – Luis M. De Campos, Juan F. Huete - 2000
25 Learning mixtures of DAG models – Bo Thiesson, Christopher Meek, David Maxwell Chickering, David Heckerman - 1997
8 Computationally efficient methods for selecting among mixtures of graphical models – B. Thiesson, C. Meek, D. M. Chickering, D. Heckerman - 1999
CONTENTS Causal Networks Learning Acausal Networks Learning Influence Diagrams Learning Causal-Network Parameters Learning Causal-Network Structure – David Heckerman
57 A Bayesian approach to learning causal networks – David Heckerman - 1995
172 A Guide to the Literature on Learning Probabilistic Networks From Data – Wray Buntine - 1996
23 A `Microscopic' Study of Minimum Entropy Search in Learning Decomposable Markov Networks – Y. Xiang, S.K.M. Wong, N. Cercone - 1995
15 Searching for Bayesian Network Structures in the Space of Restricted Acyclic Aprtially Directed Graphs – Silva Acid, Luis M. de Campos - 2003
35 Learning Bayesian Networks from Data: An Efficient Approach Based on Information Theory – Jie Cheng, David Bell, Weiru Liu - 1997
92 Learning Bayesian Networks from Data: An Information-Theory Based Approach – Jie Cheng, Russell Greiner, Jonathan Kelly, David Bell, Weiru Liu