Adaptive News Categorization

碩士 === 國立清華大學 === 資訊工程學系 === 89 === This paper presents an unsupervised learning algorithm for automatic text categorization. We introduce stastistical constraints to filter features from description of each category. Experiment indicated that the constraints were very effective in obtaining the fea...

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Main Author: 王稔志
Other Authors: Jason S. Chang
Format: Others
Language:zh-TW
Published: 2001
Online Access:http://ndltd.ncl.edu.tw/handle/83798425781857189990
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spelling ndltd-TW-089NTHU03920672016-07-04T04:17:18Z http://ndltd.ncl.edu.tw/handle/83798425781857189990 Adaptive News Categorization 適應性的新聞分類系統 王稔志 碩士 國立清華大學 資訊工程學系 89 This paper presents an unsupervised learning algorithm for automatic text categorization. We introduce stastistical constraints to filter features from description of each category. Experiment indicated that the constraints were very effective in obtaining the features that are relevant to the categories. Also , we propose a statistical relevance feedback algorithm to add more features to each category. The categorization accuracy exceeding 80 percent indicates that relevance feedback is effective for text categorization. Jason S. Chang 張俊盛 2001 學位論文 ; thesis 43 zh-TW
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language zh-TW
format Others
sources NDLTD
description 碩士 === 國立清華大學 === 資訊工程學系 === 89 === This paper presents an unsupervised learning algorithm for automatic text categorization. We introduce stastistical constraints to filter features from description of each category. Experiment indicated that the constraints were very effective in obtaining the features that are relevant to the categories. Also , we propose a statistical relevance feedback algorithm to add more features to each category. The categorization accuracy exceeding 80 percent indicates that relevance feedback is effective for text categorization.
author2 Jason S. Chang
author_facet Jason S. Chang
王稔志
author 王稔志
spellingShingle 王稔志
Adaptive News Categorization
author_sort 王稔志
title Adaptive News Categorization
title_short Adaptive News Categorization
title_full Adaptive News Categorization
title_fullStr Adaptive News Categorization
title_full_unstemmed Adaptive News Categorization
title_sort adaptive news categorization
publishDate 2001
url http://ndltd.ncl.edu.tw/handle/83798425781857189990
work_keys_str_mv AT wángrěnzhì adaptivenewscategorization
AT wángrěnzhì shìyīngxìngdexīnwénfēnlèixìtǒng
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