Classifiers

The following link provides a basic understanding of the different types of classifiers that may be used:

Evaluating Types of Classifiers

Multiple Classifier Systems for Audio Classification


Links that provide a good understanding of the Support Vector Machine:

Columbia CS Support Vector Machine Tutorial

www.support-vector-machines.org/

Stanford Notes on SVMs

YouTube Tutorial on SVMs 

Understanding the application of Hidden Markov Models for sound classification:

Using Hierarchical HMM for vehicle classification

Automatic Classification of Environmental Noise Events

HMM Tutorial

Understanding Deep Neural Networks:

Deep Neural Networks Tutorial

Audio Classification using Deep Neural Networks

Recognition of Acoustic Events using Deep Neural Networks