Advanced Methodologies for Bayesian Networks: Second International Workshop, AMBN 2015, Yokohama, Japan, November 16-18, 2015. Proceedings

Front Matter....Pages I-XVIII
Efficiently Learning Bayesian Network Structures Based on the B&B Strategy: A Theoretical Analysis....Pages 1-14
Constraint-Based Learning Bayesian Networks Using Bayes Factor....Pages 15-31
Learning Bayesian Network Parameters from Small Data Set: A Spatially Maximum a Posteriori Method....Pages 32-45
Hashing-Based Hybrid Duplicate Detection for Bayesian Network Structure Learning....Pages 46-60
A Bayesian Network Approach for Predicting Purchase Behavior via Direct Observation of In-store Behavior....Pages 61-75
Statistical Tests for Joint Analysis of Performance Measures....Pages 76-92
Extending Naive Bayes Classifier with Hierarchy Feature Level Information for Record Linkage....Pages 93-104
Empirical Behavior of Bayesian Network Structure Learning Algorithms....Pages 105-121
On Model Selection, Bayesian Networks, and the Fisher Information Integral....Pages 122-135
Unsupervised Evolutionary Algorithm for Dynamic Bayesian Network Structure Learning....Pages 136-151
A Fast Clique Maintenance Algorithm for Optimal Triangulation of Bayesian Networks....Pages 152-167
Factorization of ZDDs for Representing Bayesian Networks Based on d-Separations....Pages 168-183
Missing Data from a Causal Perspective....Pages 184-195
Learning Maximal Ancestral Graphs with Robustness for Faithfulness Violations....Pages 196-208
Discriminative and Generative Models in Causal and Anticausal Settings....Pages 209-221
A Non-Gaussian Approach for Causal Discovery in the Presence of Hidden Common Causes....Pages 222-233
Forest Learning Based on the Chow-Liu Algorithm and Its Application to Genome Differential Analysis: A Novel Mutual Information Estimation....Pages 234-249
Tips and Tricks for Building Bayesian Networks for Scoring Game-Based Assessments....Pages 250-263
Back Matter....Pages 265-265