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Acoustic Feature Transformation Combining Average and Maximum Classification Error Minimization Criteria
http://hdl.handle.net/2237/14970
http://hdl.handle.net/2237/14970712fbe3f-c7d0-4eeb-a6fa-81c921fbb9a5
名前 / ファイル | ライセンス | アクション |
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Item type | 学術雑誌論文 / Journal Article(1) | |||||
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公開日 | 2011-06-28 | |||||
タイトル | ||||||
タイトル | Acoustic Feature Transformation Combining Average and Maximum Classification Error Minimization Criteria | |||||
言語 | en | |||||
著者 |
SAKAI, Makoto
× SAKAI, Makoto× KITAOKA, Norihide× TAKEDA, Kazuya |
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アクセス権 | ||||||
アクセス権 | open access | |||||
アクセス権URI | http://purl.org/coar/access_right/c_abf2 | |||||
権利 | ||||||
言語 | en | |||||
権利情報 | Copyright (C) 2010 IEICE | |||||
キーワード | ||||||
主題Scheme | Other | |||||
主題 | speech recognition | |||||
キーワード | ||||||
主題Scheme | Other | |||||
主題 | dimensionality reduction | |||||
キーワード | ||||||
主題Scheme | Other | |||||
主題 | Bayes error | |||||
抄録 | ||||||
内容記述 | Acoustic feature transformation is widely used to reduce dimensionality and improve speech recognition performance. In this letter we focus on dimensionality reduction methods that minimize the average classification error. Unfortunately, minimization of the average classification error may cause considerable overlaps between distributions of some classes. To mitigate risks of considerable overlaps, we propose a dimensionality reduction method that minimizes the maximum classification error. We also propose two interpolated methods that can describe the average and maximum classification errors. Experimental results show that these proposed methods improve speech recognition performance. | |||||
言語 | en | |||||
内容記述タイプ | Abstract | |||||
出版者 | ||||||
言語 | en | |||||
出版者 | Institute of Electronics, Information and Communication Engineers | |||||
言語 | ||||||
言語 | eng | |||||
資源タイプ | ||||||
資源タイプresource | http://purl.org/coar/resource_type/c_6501 | |||||
タイプ | journal article | |||||
出版タイプ | ||||||
出版タイプ | VoR | |||||
出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||
関連情報 | ||||||
関連タイプ | isVersionOf | |||||
識別子タイプ | URI | |||||
関連識別子 | http://www.ieice.org/jpn/trans_online/index.html | |||||
ISSN | ||||||
収録物識別子タイプ | PISSN | |||||
収録物識別子 | 0916-8532 | |||||
書誌情報 |
en : IEICE Transactions on Information and Systems 巻 E93-D, 号 7, p. 2005-2008, 発行日 2010-07-01 |
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著者版フラグ | ||||||
値 | publisher | |||||
URI | ||||||
識別子 | http://www.ieice.org/jpn/trans_online/index.html | |||||
識別子タイプ | URI | |||||
URI | ||||||
識別子 | http://hdl.handle.net/2237/14970 | |||||
識別子タイプ | HDL |