Support Vector Machines The Maximal Margin Classifier Overview of the Support Vector Classifier The Support Vector Machine One-Versus-All Classification Support Vector Machine Maximal Margin Classifier Construction of the Maximal Margin Classifier Details of the Support Vector Classifier An Application to the Heart Disease Data Relationship to Logistic Regression ROC Curves What Is a Hyperplane? The Non-separable Case Support Vector Machines SVMs with More than Two Classes Lab: Support Vector Machines SVM with Multiple Classes Classification Using a Separating Hyperplane Support Vector Classifiers Classification with Non-Linear Decision Boundaries One-Versus-One Classification Support Vector Classifier Application to Gene Expression Data
