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Detection of task-incomplete dialogs based on utterance-and-behavior tag N-gram for spoken dialog systems
http://hdl.handle.net/2237/15499
http://hdl.handle.net/2237/15499c25ccf8a-1af0-440c-8bfe-2454e5063f97
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 | 2011-09-13 | |||||
タイトル | ||||||
タイトル | Detection of task-incomplete dialogs based on utterance-and-behavior tag N-gram for spoken dialog systems | |||||
言語 | en | |||||
著者 |
Hara, Sunao
× Hara, Sunao× 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 | |||||
キーワード | ||||||
主題Scheme | Other | |||||
主題 | spoken dialog system | |||||
キーワード | ||||||
主題Scheme | Other | |||||
主題 | breakdowns in dialog | |||||
キーワード | ||||||
主題Scheme | Other | |||||
主題 | N-gram | |||||
キーワード | ||||||
主題Scheme | Other | |||||
主題 | task incomplete dialog detection | |||||
抄録 | ||||||
内容記述 | We propose a method of detecting “task incomplete” dialogs in spoken dialog systems using N-gram-based dialog models. We used a database created during a field test in which inexperienced users used a client-server music retrieval system with a spoken dialog interface on their own PCs. In this study, the dialog for a music retrieval task consisted of a sequence of user and system tags that related their utterances and behaviors. The dialogs were manually classified into two classes: the dialog either completed the music retrieval task or it didn’t. We then detected dialogs that did not complete the task, using N-gram probability models or a Support Vector Machine with N-gram feature vectors trained using manually classified dialogs. Off-line and on-line detection experiments were conducted on a large amount of real data, and the results show that our proposed method achieved good classification performance. | |||||
言語 | en | |||||
内容記述タイプ | Abstract | |||||
出版者 | ||||||
言語 | en | |||||
出版者 | ISCA(International Speech Communication Association) | |||||
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 | AM | |||||
出版タイプResource | http://purl.org/coar/version/c_ab4af688f83e57aa | |||||
書誌情報 |
en : 12th Annual Conference of the International Speech Communication Association in Florence, Italy, on August 27-31, 2011 (INTERSPEECH 2011) p. 1305-1308, 発行日 2011-08-27 |
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著者版フラグ | ||||||
値 | author | |||||
URI | ||||||
識別子 | http://hdl.handle.net/2237/15499 | |||||
識別子タイプ | HDL |