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Margin based loss svm - PowerPoint PPT Presentation

Predictive Learning from Data

Predictive Learning from Data. LECTURE SET 9-1 Margin-Based Methods and Support Vector Machines. Electrical and Computer Engineering. OUTLINE. Motivation Margin-based loss SVM for classification SVM classification: examples Support Vector Regression SVM and regularization Summary

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Part 2: Support Vector Machines

Part 2: Support Vector Machines. Vladimir Cherkassky University of Minnesota cherk001@umn.edu Presented at Tech Tune Ups, ECE Dept, June 1, 2011. Electrical and Computer Engineering. 1. 1. SVM: Brief History. Margin (Vapnik & Lerner ) Margin (Vapnik and Chervonenkis, 1964)

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Margin based loss svm - PowerPoint PPT Presentation

Predictive Learning from Data

Part 2: Support Vector Machines