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This book tries to focus on a new approach to Text Dependent Speaker Identification. It describes how various transformation techniques can be applied on Spectrograms to identify speaker. It also evaluates and compares the efficiency of identification by applying transformation techniques like DCT, Walsh and Haar in different ways on spectrograms and by selecting different sizes of feature vectors.