This book provides a new technique to extract epoch locations from emotional speech. It covers details of the epoch extraction algorithm and system building and evaluation of the emotion recognition system. The algorithms are described and explained in a manner so that anyone, who has little knowledge about digital signal processing, can easily understand the concept. This text is intended primarily for research and master students.