Automatic Keyphrase Extraction Techniques: A Review

被引:0
作者
Lim, Vicky Min-How [1 ]
Wong, Siew Fan [1 ]
Lim, Tong Ming [1 ]
机构
[1] Sunway Univ, Fac Sci & Technol, Subang, Malaysia
来源
2013 IEEE SYMPOSIUM ON COMPUTERS AND INFORMATICS (ISCI 2013) | 2013年
关键词
Automatic Keyphrase Extraction; Keyphrase Extraction; Attribute Score; Information Retrieval;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Keyphrases are useful in organizing an overwhelming number of resources while providing ease of access for information retrieval. However, manually assigning keyphrases to a document is very expensive in terms of both human resources and time consumption. Therefore, there is a need for automatic keyphrase extraction. While techniques for automatic keyphrase extraction have been researched for a number of years, the accuracy rate remains low. This paper reviews existing automatic keyphrase extraction techniques with the goal of understanding their strengths and weaknesses. In future improvement of automatic keyphrase extraction technique, these identified strengths should be preserved while the weaknesses should be addressed so that a higher accuracy rate can be achieved. The results show that two important sub-processes should be the focus for further research. The paper also proposes a future study to address this issue.
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页数:5
相关论文
共 14 条
[1]  
Al-khalifa H. S., 2006, J AM SOC INFORM SCI, V1, P132
[2]  
[Anonymous], INT J DIGITAL LIB
[3]   KP-Miner: A keyphrase extraction system for English and Arabic documents [J].
El-Beltagy, Samhaa R. ;
Rafea, Ahmed .
INFORMATION SYSTEMS, 2009, 34 (01) :132-144
[4]  
Frank E., 2005, P 14 ACM INT C INF K, P668
[5]  
Kumar N, 2008, DOCENG'08: PROCEEDINGS OF THE EIGHTH ACM SYMPOSIUM ON DOCUMENT ENGINEERING, P199
[6]   Domain-independent automatic keyphrase indexing with small training sets [J].
Medelyan, Ena ;
Witten, Ian H. .
JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY, 2008, 59 (07) :1026-1040
[7]  
Nguyen C. Q., 2009, WORLD J INT LINGUIST
[8]  
Sarkar Kamal, 2010, IJCSI INT J COMPUTER, V7
[9]  
Turney P., 2002, INFORM RETRIEVAL, V2, P46
[10]  
Turney P. D., 1997, OCTOBER, P31