Subword-based position specific posterior lattices (S-PSPL) for indexing speech information

Yi Cheng Pan; Hung Lin Chang; Berlin Chen; Lin Shan Lee

Subword-based position specific posterior lattices (S-PSPL) for indexing speech information

Yi Cheng Pan^*
, Hung Lin Chang
, Berlin Chen
, Lin Shan Lee

^*此作品的通信作者

資訊工程學系

研究成果: 書貢獻/報告類型 › 會議論文篇章

9 引文斯高帕斯（Scopus）

摘要

Position Specific Posterior Lattices (PSPL) have been recently proposed as very powerful, compact structures for indexing speech. In this paper, we take PSPL one step further to Subword-based Position Specific Posterior Lattices (S-PSPL). As with PSPL, we include posterior probabilities and proximity information, but we base this information on subword units rather than words. The advantages of S-PSPL over PSPL mainly come from rare and/or OOV words, which may be included in S-PSPL but generally are not in PSPL. Experiments on Mandarin Chinese broadcast news showed significant improvements from S-PSPL as compared to PSPL. Such advantages are believed to be language independent.

原文	英語
主出版物標題	International Speech Communication Association - 8th Annual Conference of the International Speech Communication Association, Interspeech 2007
頁面	1597-1600
頁數	4
出版狀態	已發佈 - 2007
事件	8th Annual Conference of the International Speech Communication Association, Interspeech 2007 - Antwerp, 比利时持續時間: 2007 8月 27 → 2007 8月 31

出版系列

名字	International Speech Communication Association - 8th Annual Conference of the International Speech Communication Association, Interspeech 2007
卷	3

其他

其他	8th Annual Conference of the International Speech Communication Association, Interspeech 2007
國家/地區	比利时
城市	Antwerp
期間	2007/08/27 → 2007/08/31

ASJC Scopus subject areas

電腦科學應用
軟體
建模與模擬
語言和語言學
通訊

其它文件與鏈接

引用此

Pan, Y. C., Chang, H. L., Chen, B., & Lee, L. S. (2007). Subword-based position specific posterior lattices (S-PSPL) for indexing speech information. 於 International Speech Communication Association - 8th Annual Conference of the International Speech Communication Association, Interspeech 2007 (頁 1597-1600). (International Speech Communication Association - 8th Annual Conference of the International Speech Communication Association, Interspeech 2007; 卷 3).

Subword-based position specific posterior lattices (S-PSPL) for indexing speech information. / Pan, Yi Cheng; Chang, Hung Lin; Chen, Berlin 等.
International Speech Communication Association - 8th Annual Conference of the International Speech Communication Association, Interspeech 2007. 2007. p. 1597-1600 (International Speech Communication Association - 8th Annual Conference of the International Speech Communication Association, Interspeech 2007; 卷 3).

研究成果: 書貢獻/報告類型 › 會議論文篇章

Pan, YC, Chang, HL, Chen, B & Lee, LS 2007, Subword-based position specific posterior lattices (S-PSPL) for indexing speech information. 於 International Speech Communication Association - 8th Annual Conference of the International Speech Communication Association, Interspeech 2007. International Speech Communication Association - 8th Annual Conference of the International Speech Communication Association, Interspeech 2007, 卷 3, 頁 1597-1600, 8th Annual Conference of the International Speech Communication Association, Interspeech 2007, Antwerp, 比利时, 2007/08/27.

Pan YC, Chang HL, Chen B, Lee LS. Subword-based position specific posterior lattices (S-PSPL) for indexing speech information. 於 International Speech Communication Association - 8th Annual Conference of the International Speech Communication Association, Interspeech 2007. 2007. p. 1597-1600. (International Speech Communication Association - 8th Annual Conference of the International Speech Communication Association, Interspeech 2007).

Pan, Yi Cheng ; Chang, Hung Lin ; Chen, Berlin 等. / Subword-based position specific posterior lattices (S-PSPL) for indexing speech information. International Speech Communication Association - 8th Annual Conference of the International Speech Communication Association, Interspeech 2007. 2007. 頁 1597-1600 (International Speech Communication Association - 8th Annual Conference of the International Speech Communication Association, Interspeech 2007).

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abstract = "Position Specific Posterior Lattices (PSPL) have been recently proposed as very powerful, compact structures for indexing speech. In this paper, we take PSPL one step further to Subword-based Position Specific Posterior Lattices (S-PSPL). As with PSPL, we include posterior probabilities and proximity information, but we base this information on subword units rather than words. The advantages of S-PSPL over PSPL mainly come from rare and/or OOV words, which may be included in S-PSPL but generally are not in PSPL. Experiments on Mandarin Chinese broadcast news showed significant improvements from S-PSPL as compared to PSPL. Such advantages are believed to be language independent.",

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N2 - Position Specific Posterior Lattices (PSPL) have been recently proposed as very powerful, compact structures for indexing speech. In this paper, we take PSPL one step further to Subword-based Position Specific Posterior Lattices (S-PSPL). As with PSPL, we include posterior probabilities and proximity information, but we base this information on subword units rather than words. The advantages of S-PSPL over PSPL mainly come from rare and/or OOV words, which may be included in S-PSPL but generally are not in PSPL. Experiments on Mandarin Chinese broadcast news showed significant improvements from S-PSPL as compared to PSPL. Such advantages are believed to be language independent.

AB - Position Specific Posterior Lattices (PSPL) have been recently proposed as very powerful, compact structures for indexing speech. In this paper, we take PSPL one step further to Subword-based Position Specific Posterior Lattices (S-PSPL). As with PSPL, we include posterior probabilities and proximity information, but we base this information on subword units rather than words. The advantages of S-PSPL over PSPL mainly come from rare and/or OOV words, which may be included in S-PSPL but generally are not in PSPL. Experiments on Mandarin Chinese broadcast news showed significant improvements from S-PSPL as compared to PSPL. Such advantages are believed to be language independent.

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BT - International Speech Communication Association - 8th Annual Conference of the International Speech Communication Association, Interspeech 2007

T2 - 8th Annual Conference of the International Speech Communication Association, Interspeech 2007

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Subword-based position specific posterior lattices (S-PSPL) for indexing speech information

摘要

出版系列

其他

ASJC Scopus subject areas

其它文件與鏈接

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引用此