Presentation | 2018-01-19 A study on verification result determination method using speech verification score and neural network in speech input quiz system Kyouhei Fukuda, Hiroyuki Nishi, Yoshimasa Kimura, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In the quiz speech recognition, confirming the recognition result to the solver is likely to present an answer to the question, so there is a need for a control method that advances the quiz without confirming the correctness of the recognition result Become. As one of the methods, we propose a matching result judgment method using a neural network as a mechanism for judging highly accurate correct answer / wrong answer from information of recognition result (score by standard pattern). In this research, we input a recognition score for each of a plurality of standard patterns of an input voice and a correct word, and learn by a back propagation a neural network outputting correct answer / wrong answer. After that, the discrimination performance of the correct answer / wrong answer is evaluated using the evaluation data. The purpose of this research is to improve fundamental performance by combining existing speech recognition framework with true / false judgment by machine learning. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Quiz / Voice recognition / Recognition score / Neural network / Machine learning |
Paper # | ICM2017-43,LOIS2017-59 |
Date of Issue | 2018-01-11 (ICM, LOIS) |
Conference Information | |
Committee | LOIS / ICM |
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Conference Date | 2018/1/18(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Sojo University |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Practical Use of Lifelog, Office Information System, Business Management, etc. |
Chair | Hiroyuki Nishi(Sojo Univ.) / Toshio Tonouchi(NEC) |
Vice Chair | Tomohiro Yamada(NTT) / Yuji Nomura(Fujitsu Labs.) / Yoichi Yamashita(NTT-N) |
Secretary | Tomohiro Yamada(Nagasaki Univ.) / Yuji Nomura(NTT) / Yoichi Yamashita(Fujitsu) |
Assistant | Motoi Okamoto(Research Organization of Information and Systems) / Haruo Ooishi(NTT) |
Paper Information | |
Registration To | Technical Committee on Life Intelligence and Office Information Systems / Technical Committee on Information and Communication Management |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | A study on verification result determination method using speech verification score and neural network in speech input quiz system |
Sub Title (in English) | |
Keyword(1) | Quiz |
Keyword(2) | Voice recognition |
Keyword(3) | Recognition score |
Keyword(4) | Neural network |
Keyword(5) | Machine learning |
1st Author's Name | Kyouhei Fukuda |
1st Author's Affiliation | Sojo University(Sojo Univ) |
2nd Author's Name | Hiroyuki Nishi |
2nd Author's Affiliation | Sojo University(Sojo Univ) |
3rd Author's Name | Yoshimasa Kimura |
3rd Author's Affiliation | Sojo University(Sojo Univ) |
Date | 2018-01-19 |
Paper # | ICM2017-43,LOIS2017-59 |
Volume (vol) | vol.117 |
Number (no) | ICM-388,LOIS-389 |
Page | pp.pp.53-56(ICM), pp.53-56(LOIS), |
#Pages | 4 |
Date of Issue | 2018-01-11 (ICM, LOIS) |