This book provides recent aspects of speaker identification in the emotional environment. It covers details of the system building and evaluation of the speaker identification 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.