1.  If you have to place a fat separator between classes, you have less choice and so the capacity of model has been decreased 2.  SVMs maximize the margin around the…

1 Data Mining: Concepts and Techniques Chapter 9: Advanced Classification Methods Support Vector Machines ©2013 Han, Kamber & Pei. All rights reserved. Classification…

Support Vector Machine & Its Applications Overview Intro. to Support Vector Machines (SVM) Properties of SVM Applications Gene Expression Data Classification Text Categorization…

Support Vector Machines Linear Separators Binary classification can be viewed as the task of separating classes in feature space: wTx + b = 0 wTx + b < 0 wTx + b >…

Web Search and Text Mining Lecture 18: Support Vector Machines Text classification: Last time and today Last time: Naïve Bayes for classification Today SVMs Some empirical…

Support Vector Machine & Its Applications Mingyue Tan The University of British Columbia Nov 26, 2004 A portion (1/3) of the slides are taken from Prof. Andrew Moore’s…