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Linear svms mathematically - PowerPoint PPT Presentation

Support Vector Machine Classifiers

Support Vector Machine Classifiers. Based on lecture slides by Glenn Fung, O. L. Mangasarian, Rob Lothian, and Kristin Bennett. Outline. Support Vector Machines for Classification Linear Discrimination Nonlinear Discrimination SVM Mathematically Extensions Application in Drug Design

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Support Vector Machines

Support Vector Machines. Linear Separators. Binary classification can be viewed as the task of separating classes in feature space:. w T x + b = 0. w T x + b > 0. w T x + b < 0. f ( x ) = sign( w T x + b ). Linear Separators. Which of the linear separators is optimal?.

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Support Vector Machine Classifiers

Support Vector Machines