The Role of Classification Trees and Expert Knowledge in Building Bayesian Networks: A Case Study in Medicine

DOI10.1080/03610926.2013.810268zbMath1462.62064OpenAlexW1975718938MaRDI QIDQ5419328

Luisa Stracqualursi, Patrizia Agati

Publication date: 6 June 2014

Published in: Communications in Statistics - Theory and Methods (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/03610926.2013.810268

zbMATH Keywords

Bayesian networksclassification treesexpert knowledge

Mathematics Subject Classification ID

Applications of statistics to biology and medical sciences; meta analysis (62P10) Empirical decision procedures; empirical Bayes procedures (62C12)

Cites Work

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• On the optimality of the simple Bayesian classifier under zero-one loss
• Bayesian network classifiers
• Integrating Bayesian networks and decision trees in a sequential rule-based transportation model
• The Top Ten Algorithms in Data Mining
• Stochastic gradient boosting.

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