Presentation | 1997/9/11 An Error Correction Method with HMMs based on Maximum Likelihood Estimation Tadashi Yonezaki, Koji Yoshida, Toshio Yagi, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | We propose a new error correction method using Hidden Markov Models (HMMs). The code sequence is decoded by a maximum likelihood estimation (ML). The measure for the ML consists of two probabilities extracted from a source model specified with HMMs and a channel model. Therefore this approach doesn't require any forward error control codes. The proposed approach is applied to correct a code sequence of quantized LSP parameters. Over a noisy channel which is simulated by adding 3% bit errors randomly, it realizes about 39% reduction of cepstrum distortion (16 states HMMs). |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | error correction / HMMs / source model / channel model / maximum likelihood estimation |
Paper # | SP97-43 |
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Conference Information | |
Committee | SP |
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Conference Date | 1997/9/11(1days) |
Place (in Japanese) | (See Japanese page) |
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Registration To | Speech (SP) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | An Error Correction Method with HMMs based on Maximum Likelihood Estimation |
Sub Title (in English) | |
Keyword(1) | error correction |
Keyword(2) | HMMs |
Keyword(3) | source model |
Keyword(4) | channel model |
Keyword(5) | maximum likelihood estimation |
1st Author's Name | Tadashi Yonezaki |
1st Author's Affiliation | Telecom Research Lab., Matsushita Communication Ind. Co., Ltd.() |
2nd Author's Name | Koji Yoshida |
2nd Author's Affiliation | Telecom Research Lab., Matsushita Communication Ind. Co., Ltd. |
3rd Author's Name | Toshio Yagi |
3rd Author's Affiliation | Telecom Research Lab., Matsushita Communication Ind. Co., Ltd. |
Date | 1997/9/11 |
Paper # | SP97-43 |
Volume (vol) | vol.97 |
Number (no) | 248 |
Page | pp.pp.- |
#Pages | 7 |
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