Rough Set Discretization: Equal Frequency Binning, Entropy/MDL and Semi Naives Algorithms of Intrusion Detection System

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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Bibliographic Details
Main Authors: Noor Suhana, Sulaiman, Rohani, Abu Bakar
Other Authors: Jolanta, Mizera-Pietraszko
Format: Book Section
Published: IOS Press 2016
Subjects:
QA76 Computer software
Online Access:http://umpir.ump.edu.my/id/eprint/6811/
http://umpir.ump.edu.my/id/eprint/6811/
http://umpir.ump.edu.my/id/eprint/6811/
id ump-6811
recordtype eprints
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 Section 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
repository_type Digital Repository
institution_category Local University
institution Universiti Malaysia Pahang
building UMP Institutional Repository
collection Online Access
topic QA76 Computer software
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
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.
author2 Jolanta, Mizera-Pietraszko
author_facet Jolanta, Mizera-Pietraszko
Noor Suhana, Sulaiman
Rohani, Abu Bakar
format Book Section
author Noor Suhana, Sulaiman
Rohani, Abu Bakar
author_sort Noor Suhana, Sulaiman
title 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_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_sort rough set discretization: equal frequency binning, entropy/mdl and semi naives algorithms of intrusion detection system
publisher IOS Press
publishDate 2016
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/
first_indexed 2023-09-18T22:02:55Z
last_indexed 2023-09-18T22:02:55Z
_version_ 1777414517791129600

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