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Automatic web services classification based on rough set theory 被引量:2

Automatic web services classification based on rough set theory
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摘要 With development of web services technology, the number of existing services in the internet is growing day by day. In order to achieve automatic and accurate services classification which can be beneficial for service related tasks, a rough set theory based method for services classification was proposed. First, the services descriptions were preprocessed and represented as vectors. Elicited by the discernibility matrices based attribute reduction in rough set theory and taking into account the characteristic of decision table of services classification, a method based on continuous discernibility matrices was proposed for dimensionality reduction. And finally, services classification was processed automatically. Through the experiment, the proposed method for services classification achieves approving classification result in all five testing categories. The experiment result shows that the proposed method is accurate and could be used in practical web services classification. With development of web services technology, the number of existing services in the internet is growing day by day. In order to achieve automatic and accurate services classification which can be beneficial for service related tasks, a rough set theory based method for services classification was proposed. First, the services descriptions were preprocessed and represented as vectors. Elicited by the discernibility matrices based attribute reduction in rough set theory and taking into account the characteristic of decision table of services classification, a method based on continuous discernibility matrices was proposed for dimensionality reduction. And finally, services classification was processed automatically. Through the experiment, the proposed method for services classification achieves approving classification result in all five testing categories. The experiment result shows that the proposed method is accurate and could be used in practical web services classification.
出处 《Journal of Central South University》 SCIE EI CAS 2013年第10期2708-2714,共7页 中南大学学报(英文版)
基金 Projects(9140A0605,0409JB8102) supported by Weaponry Equipment Pre-Research Foundation of PLA Equipment Ministry of China Project(2009JSJ11) supported by Pre-Research Foundation of PLA University of Science and Technology,China
关键词 web SERVICES SERVICES classification ROUGH SET theory discernibility MATRICES web services services classification rough set theory discernibility matrices
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