NDLI: A framework for experimental evaluation of clustering techniques

Content Provider	IEEE Xplore Digital Library
Author	Koschke, R. Eisenbarth, T.
Copyright Year	2000
Description	Author affiliation: Stuttgart Univ., Germany (Koschke, R.)
Abstract	Experimental evaluation of clustering techniques for component recovery is necessary in order to analyze their strengths and weaknesses in comparison to other techniques. For comparable evaluations of automatic clustering techniques, a common reference corpus of freely available systems is needed for which the actual components are known. The reference corpus is used to measure recall and precision of automatic techniques. For this measurement, a standard scheme for comparing the components recovered by a clustering technique to components in the reference corpus is required. This paper describes both the process of setting up reference corpora and ways of measuring recall and precision of automatic clustering techniques. For methods with human intervention, controlled experiments should be conducted. This paper additionally proposes a controlled experiment as a standard for evaluating manual and semi-automatic component recovery methods that can be conducted cost-effectively.
Starting Page	201
Ending Page	210
File Size	178293
Page Count	10
File Format	PDF
ISBN	0769506569
ISSN	10928138
DOI	10.1109/WPC.2000.852494
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2000-06-11
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	System testing Terminology Automatic testing Measurement standards Humans Automatic control Benchmark testing Control systems Cost accounting Analysis of variance
Content Type	Text
Resource Type	Article

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1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
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4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
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