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Titlebook: Knowledge Discovery in Databases: PKDD 2003; 7th European Confere Nada Lavrač,Dragan Gamberger,Hendrik Blockeel Conference proceedings 2003

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On Decision Boundaries of Naïve Bayes in Continuous DomainsBayes as well. In particular, it sets decision boundaries on borders of segments with equal class frequency distribution. An optimal univariate discretization with respect to the Naïve Bayes rule can be found in linear time but, unfortunately, optimal multivariate optimization is intractable.
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Application of Inductive Logic Programming to Structure-Based Drug Designterpretated chemically. We applied this approach to two test cases: Glycogen Phosphorylase inhibitors, and HIV protease inhibitors. In both cases we observed a significant (. < 0.05) improvement over both standard approaches, and use of only the ligand. We demonstrate that the theories produced are consistent with the existing chemical literature.
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Mr-SBC: A Multi-relational Naïve Bayes Classifierication rules. The proposed method has been implemented in the new system Mr-SBC, which is tightly integrated with a relational DBMS. Testing has been performed on two datasets and four benchmark tasks. Results on predictive accuracy and efficiency are in favour of Mr-SBC for the most complex tasks.
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Nada Lavrač,Dragan Gamberger,Hendrik BlockeelIncludes supplementary material:
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Two-Eyed Algorithms and Problemshe algorithm is processing. The main example I discuss is RF/tools, a collection of algorithms for classification, regression and multiple dependent outputs. The last algorithm is a preliminary version and further progress depends on solving some fascinating questions of the characterization of dependency between variables.
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