Rough Set Discretization: Equal Frequency Binning, Entropy/MDL and Semi Naives Algorithms of Intrusion Detection System
Discretization of real value attributes is a vital task in data mining, particularly in the classification problem. Discretization part is also the crucial part resulting the good classification. Empirical results have shown that the quality of classification methods depends on the discretization al...
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| Format: | Book Chapter |
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IOS Press
2016
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| Online Access: | http://umpir.ump.edu.my/id/eprint/6811/ |
| _version_ | 1848817861977440256 |
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| author | Noor Suhana, Sulaiman Rohani, Abu Bakar |
| author2 | Jolanta, Mizera-Pietraszko |
| author_facet | Jolanta, Mizera-Pietraszko Noor Suhana, Sulaiman Rohani, Abu Bakar |
| author_sort | Noor Suhana, Sulaiman |
| building | UMP Institutional Repository |
| collection | Online Access |
| description | Discretization of real value attributes is a vital task in data mining, particularly in the classification problem. Discretization part is also the crucial part resulting the good classification. Empirical results have shown that the quality of classification methods depends on the discretization algorithm in preprocessing step. Universally, discretization is a process of searching for partition of attribute domains into intervals and unifying the values over each interval. Significant discretization technique suit to the Intrusion Detection System (IDS) data need to determine in IDS framework, since IDS data consist of huge records that need to be examined in system. There are many Rough Set discretization technique that can be used, among of them are Semi Naives and Equal Frequency Binning. |
| first_indexed | 2025-11-15T01:28:30Z |
| format | Book Chapter |
| id | ump-6811 |
| institution | Universiti Malaysia Pahang |
| institution_category | Local University |
| last_indexed | 2025-11-15T01:28:30Z |
| publishDate | 2016 |
| publisher | IOS Press |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | ump-68112018-05-22T03:16:38Z http://umpir.ump.edu.my/id/eprint/6811/ Rough Set Discretization: Equal Frequency Binning, Entropy/MDL and Semi Naives Algorithms of Intrusion Detection System Noor Suhana, Sulaiman Rohani, Abu Bakar QA76 Computer software Discretization of real value attributes is a vital task in data mining, particularly in the classification problem. Discretization part is also the crucial part resulting the good classification. Empirical results have shown that the quality of classification methods depends on the discretization algorithm in preprocessing step. Universally, discretization is a process of searching for partition of attribute domains into intervals and unifying the values over each interval. Significant discretization technique suit to the Intrusion Detection System (IDS) data need to determine in IDS framework, since IDS data consist of huge records that need to be examined in system. There are many Rough Set discretization technique that can be used, among of them are Semi Naives and Equal Frequency Binning. IOS Press Jolanta, Mizera-Pietraszko Yao-Liang, Chung Pit, Pichappan 2016 Book Chapter PeerReviewed Noor Suhana, Sulaiman and Rohani, Abu Bakar (2016) Rough Set Discretization: Equal Frequency Binning, Entropy/MDL and Semi Naives Algorithms of Intrusion Detection System. In: Advances in Digital Technologies: Proceedings of the 7th International Conference on Applications of Digital Information and Web Technologies 2016. Frontiers in Artificial Intelligence and Applications, 282 . IOS Press, Amsterdam, pp. 77-87. ISBN 978-1-61499-636-1 (print); 978-1-61499-637-8 (online) http://dx.doi.org/10.3233/978-1-61499-637-8-77 DOI: 10.3233/978-1-61499-637-8-77 |
| spellingShingle | QA76 Computer software Noor Suhana, Sulaiman Rohani, Abu Bakar Rough Set Discretization: Equal Frequency Binning, Entropy/MDL and Semi Naives Algorithms of Intrusion Detection System |
| title | Rough Set Discretization: Equal Frequency Binning, Entropy/MDL and Semi Naives Algorithms of Intrusion Detection System |
| title_full | Rough Set Discretization: Equal Frequency Binning, Entropy/MDL and Semi Naives Algorithms of Intrusion Detection System |
| title_fullStr | Rough Set Discretization: Equal Frequency Binning, Entropy/MDL and Semi Naives Algorithms of Intrusion Detection System |
| title_full_unstemmed | Rough Set Discretization: Equal Frequency Binning, Entropy/MDL and Semi Naives Algorithms of Intrusion Detection System |
| title_short | Rough Set Discretization: Equal Frequency Binning, Entropy/MDL and Semi Naives Algorithms of Intrusion Detection System |
| title_sort | rough set discretization: equal frequency binning, entropy/mdl and semi naives algorithms of intrusion detection system |
| topic | QA76 Computer software |
| url | http://umpir.ump.edu.my/id/eprint/6811/ http://umpir.ump.edu.my/id/eprint/6811/ http://umpir.ump.edu.my/id/eprint/6811/ |