{"title":"Hybrid HMM/DTW based Speech Recognition with Kernel Adaptive Filtering Method","authors":"Cyril Onwubiko, K. Ouazzane","doi":"10.5121/IJCSA.2014.4102","DOIUrl":null,"url":null,"abstract":"We have proposed new approach for the speech recognition system by applying kernel adaptive filterfor speech enhancement and for the recognition,the hybrid HMM/DTW methods are usedin this paper. Noise removal is very important in many applications like telephone con versation, speech recognition, etc.In the recent past, the kernel methods are showing good results for speech processing applications . The feature used in the recognition process is MFCC features. It consists of a HMM system used to trainthe speech features and for classification purpose used the DTW method. Experimental results show a relative improvementof recognition rate compared to the traditional methods.","PeriodicalId":39465,"journal":{"name":"International Journal of Computer Science and Applications","volume":"19 1","pages":"11-21"},"PeriodicalIF":0.0000,"publicationDate":"2014-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Computer Science and Applications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.5121/IJCSA.2014.4102","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"Computer Science","Score":null,"Total":0}
引用次数: 3
Abstract
We have proposed new approach for the speech recognition system by applying kernel adaptive filterfor speech enhancement and for the recognition,the hybrid HMM/DTW methods are usedin this paper. Noise removal is very important in many applications like telephone con versation, speech recognition, etc.In the recent past, the kernel methods are showing good results for speech processing applications . The feature used in the recognition process is MFCC features. It consists of a HMM system used to trainthe speech features and for classification purpose used the DTW method. Experimental results show a relative improvementof recognition rate compared to the traditional methods.
期刊介绍:
IJCSA is an international forum for scientists and engineers involved in computer science and its applications to publish high quality and refereed papers. Papers reporting original research and innovative applications from all parts of the world are welcome. Papers for publication in the IJCSA are selected through rigorous peer review to ensure originality, timeliness, relevance, and readability.