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Speaker recognition is the process of identifying and verifying a speaker's voiceprints from several voices. The main objective of speaker recognition is to create a system that is capable of verifying a person's voice and can also be proficient in identifying a person from his/her voice. This book discusses the challenges of the Speaker recognition system in practical environments. It is observed that the input signal conditions and non-speaker information have a large impact on the speaker recognition system. This book provides some solutions to the problems associated with speaker recognition in degraded signal conditions. Here some novel pre-processing, feature extraction, and modeling techniques are discussed for speaker recognition.