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Abstract: This report deals with Bayesian networks through a data mining project. Our goal has been to evaluate algorithms for learning a Bayesian classi- er for mastitis detection. We have studied the fundamental theory of causal and Bayesian networks, along with probability calculus and discritization of datasets. The datasets have been selected from a real-life database. This dataset is then discretized and fed to the batch learning algorithms, in order to compare the induced network... (Update)

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@misc{ -unknown,
  title = "Unknown",
  url = "citeseer.ist.psu.edu/760240.html" }
Citations (may not include all citations):
976   Machine Learning (context) - Mitchell - 1997
171   Supervised and Unsupervised Discretization of Continuous Fea.. - Dougherty, Kohavi et al. - 1995
52   Bayesian Networks and Decision Graphs (context) - Jensen - 2001
5   Learning Augmented Bayesian Classi ers: A Comparison of Dis.. (context) - Keogh, Pazzani
1   Building Classiers using Bayesian Networks: Proceedings of .. (context) - Friedman, Goldszmidt - 1996
1   Probability and Random Processes 2nd Edition (context) - Grimmett, Stirzaker - 1992
1   html 93 94 BIBLIOGRAPHY (context) - Danmark, http et al. - 2001
1   A Bayesian Method for the Induction of Probalistic Networks .. (context) - Cooper, Herskovits - 1992
1   Mastitis and its Control (context) - Crist, Harmon et al. - 1997
1   Bayesian Network Structure Learning I: Complete Data (context) - Pea - 2001
1   edu bartbookstirling (context) - http, colorado et al. - 2001
1   En Introduktion til Sandsynlighedsregning (context) - Srensen - 2000

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