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 NPHard
– 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

Orderingbased 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 CausalNetwork Parameters Learning CausalNetwork 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 InformationTheory Based Approach
– Jie Cheng, Russell Greiner, Jonathan Kelly, David Bell, Weiru Liu
