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Survey On Speech Recognition Using Hidden MARKOV Model

Adarsh Pradhan1 , Nabanita Paul2 , Kakali Das3 , Rupam Jyoti Bordoloi4 , Dikhya Baruah5

Section:Survey Paper, Product Type: Journal Paper
Volume-04 , Issue-07 , Page no. 158-161, Dec-2016

Online published on Dec 09, 2016

Copyright © Adarsh Pradhan, Nabanita Paul, Kakali Das, Rupam Jyoti Bordoloi, Dikhya Baruah . This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

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IEEE Style Citation: Adarsh Pradhan, Nabanita Paul, Kakali Das, Rupam Jyoti Bordoloi, Dikhya Baruah, “Survey On Speech Recognition Using Hidden MARKOV Model,” International Journal of Computer Sciences and Engineering, Vol.04, Issue.07, pp.158-161, 2016.

MLA Style Citation: Adarsh Pradhan, Nabanita Paul, Kakali Das, Rupam Jyoti Bordoloi, Dikhya Baruah "Survey On Speech Recognition Using Hidden MARKOV Model." International Journal of Computer Sciences and Engineering 04.07 (2016): 158-161.

APA Style Citation: Adarsh Pradhan, Nabanita Paul, Kakali Das, Rupam Jyoti Bordoloi, Dikhya Baruah, (2016). Survey On Speech Recognition Using Hidden MARKOV Model. International Journal of Computer Sciences and Engineering, 04(07), 158-161.

BibTex Style Citation:
@article{Pradhan_2016,
author = {Adarsh Pradhan, Nabanita Paul, Kakali Das, Rupam Jyoti Bordoloi, Dikhya Baruah},
title = {Survey On Speech Recognition Using Hidden MARKOV Model},
journal = {International Journal of Computer Sciences and Engineering},
issue_date = {12 2016},
volume = {04},
Issue = {07},
month = {12},
year = {2016},
issn = {2347-2693},
pages = {158-161},
url = {https://www.ijcseonline.org/full_spl_paper_view.php?paper_id=175},
publisher = {IJCSE, Indore, INDIA},
}

RIS Style Citation:
TY - JOUR
UR - https://www.ijcseonline.org/full_spl_paper_view.php?paper_id=175
TI - Survey On Speech Recognition Using Hidden MARKOV Model
T2 - International Journal of Computer Sciences and Engineering
AU - Adarsh Pradhan, Nabanita Paul, Kakali Das, Rupam Jyoti Bordoloi, Dikhya Baruah
PY - 2016
DA - 2016/12/09
PB - IJCSE, Indore, INDIA
SP - 158-161
IS - 07
VL - 04
SN - 2347-2693
ER -

           

Abstract

Modeling a signal model for recognizing speech is a tough job. Here we will find out how Hidden Markov Model (HMM) is used in modeling speech recognition application. The steps: Preprocessing, Feature Extraction and Recognition and Hidden Markov Model which used in recognition phase, are used to design a complete Automatic Speech Recognition System (ASR). Researchers are trying to model a perfect ASR system but computer machines are not able to match up to our expectations due to lack of accuracy of matching and inefficient speed of response. In speech recognition three different approaches which are broadly used are Acoustic phonetic approach, knowledge based approach and Pattern recognition approach. This study is based on pattern recognition approach using Hidden Markov Model which is studied in detail as HMMs are found to yield best performance among all the available techniques.

Key-Words / Index Term

MARKOV Model, HMM,

References

[1]. D.B. Paul,.Speech Recognition Using Hidden Markov Models,The Lincoln Laboratory Journal, Volume 3, Number 1,1990
[2]. Nirav S. Uchat,Hidden Markov Model and Speech Recognition,Department of Computer Science and Engineering Indian Institute of Technology, Bombay Mumbai
[3]. Bhupinder Singh, NehaKapur, Puneet Kaur,Speech Recognition with Hidden Markov Model: A Review ,International Journal of Advanced Research in Computer Science and Software Engineering, IGCE Abhipur, Mohali (Pb.), India, Volume 2, Issue 3, March 2012
[4]. Mikael Nilsson Marcus Ejnarsson,Speech Recognition using Hidden Markov Model performance evaluation in noisy environment,Department of Telecommunications and Signal Processing Blekinge Institute of Technology March, 2002
[5]. Balwant A.Sonkamble and Dr. D. D. Doye,Hidden Markov Model for Speech Recognition
[6]. Using Modified Forward-Backward Re-estimation Algorithm ,IJCSI International Journal of Computer Science Issues, Vol. 9, Issue 4, No 2, July 2012 ISSN (Online): 1694-0814
[7]. Mr. Sanjay Bhardwaj, Mr. Sunil Pathania, Mr. Rajesh Akela,Speech Recognition using Hidden Markov Model and Viterbi Algorithm ,International Journal of Advanced Research in Electronics and Communication Engineering (IJARECE) Volume 4, Issue 5, May 2015
[8]. Waleed Abdulla, Nikola Kasabov,The Concepts of Hidden Markov Model in Speech Recognition,The Information Science Discussion Paper Series Number 99/09 May 1999 ISSN 1177-455X
[9]. Ms. Rupali S Chavan1, Dr. Ganesh. S Sable2, “An Overview of Speech Recognition Using HMM, An Overview of Speech Recognition Using HMM, International Journal of Computer Science and Mobile Computing A Monthly Journal of Computer Science and Information Technology, IJCSMC, Vol. 2, Issue. 6, June 2013, pg.233 – 238