We started this report with a description of the organs constituting the speaker recognition system (SRS), so we immediately went on to explore the types of speaker recognition and the difficulties cited at this level. Next, we carried out a review of the main approaches to combinations and hybridizations developed over the past ten years in the field of the automatic speech recognition (ASR), by carrying out an experimental and comparative study of such an approach.Thus, we summarized the advantages and disadvantages presented by these methods of extraction and classification of acoustic characteristics, and their contributions to ASR.We have developed an approach to estimate a relevant speaker verification system, using a combined extractor, and a hybrid classifier, which allowed us to build our system of recognition.