CS272: Probabilistic Models for Artificial Intelligence

Spring 2008

Example graphical model application papers:

Priyantha Wijayatunga, Shigeru Mase, and Masanori Nakamura. Appraisal of companies with Bayesian networks. International Journal of Business Intelligence and Data Mining: 1(3), 329-346, 2006.
Luis M. de Campos, Juan M. Fernándex-Luna, Juan F. Huete, and Alfonso E. Romero. Automatic Indexing from a Thesaurus Using Bayesian Networks: Application to the Classification of Parliamentary Initiatives. In Lecture Notes in Computer Science: Symbolic and Quantitative Approaches to Reasoning with Uncertainty, 865-877, 2007.
Galia Weidl, Anders L. Madsen, and Erik Dahlquist. Object Oriented Bayesian Networks for Industrial Process Operation. In First Bayesian Applications Modeling Workshop at UAI. 20003.
Alok Porwal, E. J. M. Carranza, and M. Hale. Bayesian netowrk classifiers for mineral potential mapping. Computers & Geosciences 32, 1-16, 2006. (see others here under "related articles")
J. Douglas Steventon, Glenn D. Sutherland, and Peter Arcese. A population-viability-based risk assessment of Marbled Murrelet nesting habitat policy in British Columbia. Canadian Journal of Forest Research: 36, 3075-3086, 2006.
Franco Taroni, Silvia Bozza, and Alex Biedermann. Two Items of Evidence, No Putative Source: An Inference Problem in Forensic Intelligence. Journal of Forensic Science: 51(6), 1350-1361, 2006.
Charles R. Twardy, Ann E. Nicholson, Kevin B. Korb, and John McNeil. Epidemiological data mining of cardiovascular Bayesian networks. electronic Journal of Health Informatics: 1(1), 2006. (link requires registration)