Using lexical chains for keyword extraction

被引:177
作者
Ercan, Gonenc [1 ]
Cicekli, Ilyas [1 ]
机构
[1] Bilkent Univ, Dept Comp Engn, TR-06800 Ankara, Turkey
关键词
keyword extraction; lexical chains; natural language processing; machine learning;
D O I
10.1016/j.ipm.2007.01.015
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Keywords can be considered as condensed versions of documents and short forms of their summaries. In this paper, the problem of automatic extraction of keywords from documents is treated as a supervised learning task. A lexical chain holds a set of semantically related words of a text and it can be said that a lexical chain represents the semantic content of a portion of the text. Although lexical chains have been extensively used in text summarization, their usage for keyword extraction problem has not been fully investigated. In this paper, a keyword extraction technique that uses lexical chains is described, and encouraging results are obtained. (C) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1705 / 1714
页数:10
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