Uncertain data can be dealt with rough set theory and dominance based rough set approach which is an extension to the classical rough set theory is a new mathematical technique to deal with multicriteria indecisive data. Here in this paper we have shown how dominance based rough set approach can be useful for analysis and evaluation of intrusion detection data set. © 2013 Springer.

Sanjiban Sekhar Roy

Department of Software Systems

School of Computer Science and Engineering

Vellore Campus

Saurav Dash

VIT Business School

Jadhav O

Chakraborty S

Viswanatham M.

Vellore Institute of Technology (VIT) is a private university located in&nbsp;Tamil Nadu, India. Founded in 1984, as Vellore Engineering College, the institution offers 20 undergraduate, 34 postgraduate, four integrated and four research programs. It has campuses in Vellore, Amravati, Bhopal and Chennai.

VIT is one of the top ranked private universities in India according to NIRF, THE and QS Rankings.&nbsp;Govt. of India has recognized&nbsp;VIT, Vellore as an&nbsp;Institution of Eminence. This has allowed VIT to take independent quality initiatives and move up in world ranking.

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VIT University

Multicriteria Decision Analysis for Intrusion Detection Data

Advances in Intelligent Systems and Computing Proceedings of International Conference on Advances in Computing

Intrusion Detection System (IDS) is an application software which detects the presence of hostile or intrusive elements inside the system. As the nature and type of the intrusions are continuously changing, a simple IDS cannot completely tackle the security threat. In this paper, we have proposed an IDS model, which classifies different types of intrusion attacks based on Stacking classifier. Stacking is an ensemble based classifier. We have achieved good accuracy while classifying the KDD-Cup 99 dataset and that has been achieved with 10 fold cross validation. © 2014 IEEE.

2014 IEEE International Symposium on Signal Processing and Information Technology (ISSPIT)

Analyzing Intrusion Detection System: An ensemble based stacking approach

Soft Computing

A unified approach to reducts in dominance-based rough set approach

European Journal of Operational Research

Rough sets theory for multicriteria decision analysis

Rough approximation of a preference relation by dominance relations

International Journal of Computer & Information Sciences

Rough sets

Journal	Data powered by TypesetAdvances in Intelligent Systems and Computing Proceedings of International Conference on Advances in Computing
Publisher	Data powered by TypesetSpringer India
ISSN	2194-5357
Open Access	0