Bayesian Networks for Data Mining

1997/03/01 by David Heckerman · 1 citation
Computer Science · Decision Sciences · Mathematics · #AI-based Problem Solving and Planning #Artificial intelligence #Bayesian Modeling and Causal Inference #Bayesian inference #Bayesian network #Bayesian probability #Bayesian statistics #Causal model #Computer science #Data Quality and Management #Data mining #Dynamic Bayesian network #Graphical model #Machine learning #Mathematics #Missing data #Statistics #Variable-order Bayesian network

paper · doi:10.1023/a:1009730122752

crossref issued 1997/03/01 · crossref published 1997/03/01 · crossref published-print 1997/03/01 · openalex publication_date 1997/03/01 · crossref created 2002/12/22 · openalex created_date 2016/06/24 · crossref deposited 2025/07/14 · crossref indexed 2026/07/31 · openalex updated_date 2026/07/31

Citations

• A Transformational Characterization of Equivalent Bayesian Network Structures
• Approximations in Bayesian Belief Universe for Knowledge Based Systems
• Computing Upper and Lower Bounds on Likelihoods in Intractable Networks
• Directed Reduction Algorithms and Decomposable Graphs
• Efficient Approximations for the Marginal Likelihood of Incomplete Data Given a Bayesian Network
• The computational complexity of probabilistic inference using bayesian belief networks
• Approximating probabilistic inference in Bayesian belief networks is NP-hard
• Probability, Frequency and Reasonable Expectation
• Causal diagrams for empirical research
• Bayesian Model Selection in Social Research
• A Practical Bayesian Framework for Backpropagation Networks
• Fusion, propagation, and structuring in belief networks
• Present Position and Potential Developments: Some Personal Views: Statistical Theory: The Prequential Approach
• Bayes Factors

Cited by

• Bayesian network [wikipedia]