A gentle introduction to support vector medicines in biomedicine
Alexander Statnikov · WORLD SCIENTIFIC eBooks · 2011
Necessary Mathematical Concepts Support Vector Machines (SVMs) for Binary Classification: Classical Formulation Basic Principles of Statistical Machine Learning Model Selection for SVMs SVMs for Multi-Category Classification Support Vector Regression (SVR) Novelty Detection with SVM-Based Methods Support Vector Clustering SVM-Based Variable Selection Computing Posterior Class Probabilities For SVM Classifiers.