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...

Full description

Bibliographic Details
Main Authors:	Noor Suhana, Sulaiman, Rohani, Abu Bakar
Format:	Conference or Workshop Item
Language:	English
Published:	IOS Press 2016
Subjects:	QA75 Electronic computers. Computer science
Online Access:	http://umpir.ump.edu.my/id/eprint/21207/ http://umpir.ump.edu.my/id/eprint/21207/ http://umpir.ump.edu.my/id/eprint/21207/1/Rough%20Set%20Discretization%20Equal%20Frequency%20Binning.pdf

id	ump-21207
recordtype	eprints
spelling	ump-212072018-07-13T03:24:42Z http://umpir.ump.edu.my/id/eprint/21207/ Rough set discretization: Equal frequency binning, entropy/MDL and semi naives algorithms of intrusion detection system Noor Suhana, Sulaiman Rohani, Abu Bakar QA75 Electronic computers. Computer science 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 2016 Conference or Workshop Item PeerReviewed pdf en http://umpir.ump.edu.my/id/eprint/21207/1/Rough%20Set%20Discretization%20Equal%20Frequency%20Binning.pdf 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: 7th International Conference on Applications of Digital Information and Web Technologies, ICADIWT 2016, 29-31 March 2016 , National Taiwan Ocean University Keelung; Taiwan. pp. 77-87., 282. ISSN 09226389 ISBN 978-161499636-1 http://ebooks.iospress.nl/volumearticle/42222
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Malaysia Pahang
building	UMP Institutional Repository
collection	Online Access
language	English
topic	QA75 Electronic computers. Computer science
spellingShingle	QA75 Electronic computers. Computer science 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.
format	Conference or Workshop Item
author	Noor Suhana, Sulaiman Rohani, Abu Bakar
author_facet	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/21207/ http://umpir.ump.edu.my/id/eprint/21207/ http://umpir.ump.edu.my/id/eprint/21207/1/Rough%20Set%20Discretization%20Equal%20Frequency%20Binning.pdf
first_indexed	2023-09-18T22:31:01Z
last_indexed	2023-09-18T22:31:01Z
_version_	1777416286120181760

Rough set discretization: Equal frequency binning, entropy/MDL and semi naives algorithms of intrusion detection system

Similar Items