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Daphne Koller Bayesian Networks Naïve Bayes Probabilistic Graphical Models Representation.

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Presentation on theme: "Daphne Koller Bayesian Networks Naïve Bayes Probabilistic Graphical Models Representation."— Presentation transcript:

1 Daphne Koller Bayesian Networks Naïve Bayes Probabilistic Graphical Models Representation

2 Daphne Koller Naïve Bayes Model Class X1X1 X2X2 XnXn... (X i  X j | C) for all X i, X j

3 Daphne Koller Naïve Bayes Classifier Class X1X1 X2X2 XnXn...

4 Daphne Koller Naïve Bayes Classifier for Text I catdogbuy... Document Label P(“buy” appears | Label)

5 Daphne Koller Naïve Bayes Classifier for Text II W1W1 W2W2 WnWn... Document Label Financial cat dog buy sell … Pets 0.001 0.001 0.02 0.02 … 0.02 0.03 0.003 0.001 …


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