OPTIMIZATION OF KEYWORD GROUPING IN BIOMEDICAL INFORMATION RETRIEVAL USING EVOLUTIONARY ALGORITHMS

被引:0
作者
Dorfer, Viktoria [1 ]
Winkler, Stephan M. [1 ]
Kern, Thomas [1 ]
Petz, Gerald [2 ]
Faschang, Patrizia [2 ]
机构
[1] Upper Austria Univ Appl Sci, Sch Informat Commun & Media, Softwarepk 11, A-4232 Hagenberg Muhlkreis, Austria
[2] Upper Austria Univ Appl Sci, Sch Management, A-4400 Steyr, Austria
来源
22ND EUROPEAN MODELING AND SIMULATION SYMPOSIUM (EMSS 2010) | 2010年
关键词
Information Retrieval; Evolutionary Algorithms; Keyword Identification; Document Clustering; Bioinformatics; GENETIC ALGORITHM;
D O I
暂无
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
The amount of data available in the field of life sciences is growing exponentially; therefore, intelligent information search strategies are required to find relevant information as fast and correctly as possible. In this paper we propose a document keyword clustering approach: On the basis of a given set of documents, we identify groups of keywords found in the given documents. Having developed those clusters, the complexity of the data base can be handled much easier: Future user queries can be extended with terms found in the same clusters as those originally defined by the user. In this paper we present a framework for representing and evaluating keyword clusters on a given data basis as well as a simple evolutionary algorithm (based on an evolution strategy) that shall find optimal keyword clusters. In the empirical section of this paper we document first results obtained using a data set published at the TREC-9 conference.
引用
收藏
页码:25 / 30
页数:6
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