Kindly discuss any of the topics below with additional references words :400
http://www-bcf.usc.edu/~gareth/ISL/index.html9 Support Vector Machines 3379.1 Maximal Margin Classifier . . . . . . . . . . . . . . . . . . . 3389.1.1 What Is a Hyperplane? . . . . . . . . . . . . . . . . 3389.1.2 Classification Using a Separating Hyperplane . . . . 3399.1.3 The Maximal Margin Classifier . . . . . . . . . . . . 3419.1.4 Construction of the Maximal Margin Classifier . . . 3429.1.5 The Non-separable Case . . . . . . . . . . . . . . . . 3439.2 Support Vector Classifiers . . . . . . . . . . . . . . . . . . . 3449.2.1 Overview of the Support Vector Classifier . . . . . . 3449.2.2 Details of the Support Vector Classifier . . . . . . . 3459.3 Support Vector Machines . . . . . . . . . . . . . . . . . . . 3499.3.1 Classification with Non-linear Decision Boundaries . . . . . . . . . . . . . . . . . . . . . . . 3499.3.2 The Support Vector Machine . . . . . . . . . . . . . 3509.3.3 An Application to the Heart Disease Data . . . . . . 354