A Rule Extraction Algorithm That Scales Between Fidelity and Comprehensibility
Fidelity and comprehensibility are the common measures used in the evaluation of rules extracted from neural networks. However, these two measures are found to be inverse relations of one another. Since the needs of comprehensibility or fidelity may vary depending on the user or application, this pa...
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| Language: | en |
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Science Alert
2012
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| Online Access: | http://eprints.intimal.edu.my/1003/1/A%20rule%20extraction%20algorithm%20that%20scales%20between%20fidelity%20and%20comprehensibility.pdf http://eprints.intimal.edu.my/1003/ http://scialert.net/abstract/?doi=ajsr.2012.121.132 |
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| author | Muthu Anbananthen, Kalaiarasi Sonai Chan, Fabian Huan Pheng* Subramaniam, Subhacini Eimad Eldin, Abdu Ali Abusham |
| author_facet | Muthu Anbananthen, Kalaiarasi Sonai Chan, Fabian Huan Pheng* Subramaniam, Subhacini Eimad Eldin, Abdu Ali Abusham |
| author_sort | Muthu Anbananthen, Kalaiarasi Sonai |
| building | INTI Library |
| collection | Institutional Repository |
| content_provider | INTI International University |
| content_source | INTI Institutional Repository |
| continent | Asia |
| country | Malaysia |
| description | Fidelity and comprehensibility are the common measures used in the evaluation of rules extracted from neural networks. However, these two measures are found to be inverse relations of one another. Since the needs of comprehensibility or fidelity may vary depending on the user or application, this paper presented a significance based rule extraction algorithm that allows a user set parameter to scale between the desired degree of fidelity and comprehensibility of the rules extracted. A detailed explanation and example application of this algorithm is presented as well as experimental results on several neural network ensembles. |
| format | Article |
| id | my-inti-eprints.1003 |
| institution | INTI International University |
| language | en |
| publishDate | 2012 |
| publisher | Science Alert |
| record_format | eprints |
| spelling | my-inti-eprints.10032017-12-04T02:58:59Z http://eprints.intimal.edu.my/1003/ A Rule Extraction Algorithm That Scales Between Fidelity and Comprehensibility Muthu Anbananthen, Kalaiarasi Sonai Chan, Fabian Huan Pheng* Subramaniam, Subhacini Eimad Eldin, Abdu Ali Abusham QA76 Computer software Fidelity and comprehensibility are the common measures used in the evaluation of rules extracted from neural networks. However, these two measures are found to be inverse relations of one another. Since the needs of comprehensibility or fidelity may vary depending on the user or application, this paper presented a significance based rule extraction algorithm that allows a user set parameter to scale between the desired degree of fidelity and comprehensibility of the rules extracted. A detailed explanation and example application of this algorithm is presented as well as experimental results on several neural network ensembles. Science Alert 2012 Article PeerReviewed text en http://eprints.intimal.edu.my/1003/1/A%20rule%20extraction%20algorithm%20that%20scales%20between%20fidelity%20and%20comprehensibility.pdf Muthu Anbananthen, Kalaiarasi Sonai and Chan, Fabian Huan Pheng* and Subramaniam, Subhacini and Eimad Eldin, Abdu Ali Abusham (2012) A Rule Extraction Algorithm That Scales Between Fidelity and Comprehensibility. Asian Journal of Scientific Research, 5 (3). pp. 121-132. ISSN 2077-2076 http://scialert.net/abstract/?doi=ajsr.2012.121.132 10.3923/ajsr.2012.121.132 |
| spellingShingle | QA76 Computer software Muthu Anbananthen, Kalaiarasi Sonai Chan, Fabian Huan Pheng* Subramaniam, Subhacini Eimad Eldin, Abdu Ali Abusham A Rule Extraction Algorithm That Scales Between Fidelity and Comprehensibility |
| title | A Rule Extraction Algorithm That Scales Between Fidelity and Comprehensibility |
| title_full | A Rule Extraction Algorithm That Scales Between Fidelity and Comprehensibility |
| title_fullStr | A Rule Extraction Algorithm That Scales Between Fidelity and Comprehensibility |
| title_full_unstemmed | A Rule Extraction Algorithm That Scales Between Fidelity and Comprehensibility |
| title_short | A Rule Extraction Algorithm That Scales Between Fidelity and Comprehensibility |
| title_sort | rule extraction algorithm that scales between fidelity and comprehensibility |
| topic | QA76 Computer software |
| url | http://eprints.intimal.edu.my/1003/1/A%20rule%20extraction%20algorithm%20that%20scales%20between%20fidelity%20and%20comprehensibility.pdf http://eprints.intimal.edu.my/1003/ http://scialert.net/abstract/?doi=ajsr.2012.121.132 |
| url_provider | http://eprints.intimal.edu.my |