Cross-Lingual Latent Semantic Analysis for Language Modeling.pdf

下载文档

3
0
约1.09万字
约 16页
2017-04-09 发布于江苏
举报
版权申诉
保障服务

Cross-Lingual Latent Semantic Analysis for Language Modeling.pdf

1、本文档共16页，可阅读全部内容。
2、有哪些信誉好的足球投注网站（book118）网站文档一经付费（服务费），不意味着购买了该文档的版权，仅供个人/单位学习、研究之用，不得用于商业用途，未经授权，严禁复制、发行、汇编、翻译或者网络传播等，侵权必究。
3、本站所有内容均由合作方或网友上传，本站不对文档的完整性、权威性及其观点立场正确性做任何保证或承诺！文档内容仅供研究参考，付费前请自行鉴别。如您付费，意味着您自己接受本站规则且自行承担风险，本站不退款、不进行额外附加服务；查看《如何避免下载的几个坑》。如果您已付费下载过本站文档，您可以点击这里二次下载。
4、如文档侵犯商业秘密、侵犯著作权、侵犯人身权等，请点击“版权申诉”（推荐），也可以打举报电话：400-050-0827(电话支持时间：9:00-18:30)。

Cross-Lingual Latent Semantic Analysis for Language Modeling

Cross-Lingual LSA for Language Modeling ICASSP : May 21, 2004 - p. 1/12 Cross-Lingual Latent Semantic Analysis for Language Modeling May 21, 2004 Woosung Kim and Sanjeev Khudanpur Center for Language and Speech Processing Dept. of Computer Science The Johns Hopkins University Baltimore, MD 21218, USA Introduction Cross-Lingual LM for ASR Model Estimation LSA for CLIR LSA for MT Corpora Experimental Results Conclusions References Cross-Lingual LSA for Language Modeling ICASSP : May 21, 2004 - p. 2/12 Introduction Motivation : Success of statistical modeling techniques Development of modeling and automatic learning techniques A large amount of data for training is available Most resources on English, French and German How to construct stochastic models in resource-deficient languages? ? Bootstrap from other languages, e.g. Universal phone-set for Automatic Speech Recognition (ASR) [Schultz Waibel, 98, Byrne et al, 00] Exploit parallel texts to project morphological analyzers, POS taggers, etc. [Yarowsky, Ngai Wicentowski, 01] Cross-Lingual language modeling for ASR [Khudanpur Kim 04] Introduction Cross-Lingual LM for ASR Model Estimation LSA for CLIR LSA for MT Corpora Experimental Results Conclusions References Cross-Lingual LSA for Language Modeling ICASSP : May 21, 2004 - p. 2/12 Introduction Motivation : Success of statistical modeling techniques Development of modeling and automatic learning techniques A large amount of data for training is available Most resources on English, French and German How to construct stochastic models in resource-deficient languages? ? Bootstrap from other languages, e.g. Universal phone-set for Automatic Speech Recognition (ASR) [Schultz Waibel, 98, Byrne et al, 00] Exploit parallel texts to project morphological analyzers, POS taggers, etc. [Yarowsky, Ngai Wicentowski, 01] Cross-Lingual language modeling for ASR [Khudanpur Kim 04] Cross-Lingual LSA for Language Modeling ICASSP : May 21, 2004 - p. 3/12 Introduction Overview of [