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...
Main Author: | |
---|---|
Other Authors: | |
Format: | Others |
Language: | zh-TW |
Published: |
2001
|
Online Access: | http://ndltd.ncl.edu.tw/handle/83798425781857189990 |
id |
ndltd-TW-089NTHU0392067 |
---|---|
record_format |
oai_dc |
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 |
collection |
NDLTD |
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 |
_version_ |
1718334368243515392 |