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Chapter 4: Linear Classifiers

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Presentation on theme: "Chapter 4: Linear Classifiers"— Presentation transcript:

1 Chapter 4: Linear Classifiers
Linear Regression Linear and Quadratic Discriminant functions Example: Gene Expression Arrays Reduced Rank LDA Logistic Regression Separating Hyperplanes

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4 Masking problems with linear regression

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7 Linear Boundaries, and Projections of Linear Boundaries

8 Quadratic Discriminant Analysis

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12 Khan Data

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19 Genes that matter

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25 Projections onto different pairs of canonical variates

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33 South African Heart Disease Data

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38 Separating Hyperplanes

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40 Geometry

41 Optimal Separating Hyperplanes


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