10 research outputs found
The dendritic cell algorithm for intrusion detection
As one of the solutions to intrusion detection problems, Artificial Immune
Systems (AIS) have shown their advantages. Unlike genetic algorithms, there is
no one archetypal AIS, instead there are four major paradigms. Among them, the
Dendritic Cell Algorithm (DCA) has produced promising results in various
applications. The aim of this chapter is to demonstrate the potential for the
DCA as a suitable candidate for intrusion detection problems. We review some of
the commonly used AIS paradigms for intrusion detection problems and
demonstrate the advantages of one particular algorithm, the DCA. In order to
clearly describe the algorithm, the background to its development and a formal
definition are given. In addition, improvements to the original DCA are
presented and their implications are discussed, including previous work done on
an online analysis component with segmentation and ongoing work on automated
data preprocessing. Based on preliminary results, both improvements appear to
be promising for online anomaly-based intrusion detection.Comment: Bio-Inspired Communications and Networking, IGI Global, 84-102, 201
2008 - 2011 world economic crisis: New paradigms, science methodology, information systems, and decision systems
The human society and market structures need a "regulatory framework," new paradigms which endogenize ethics, efficiency, rights, and minimize risks in decision systems, which can converge in peace and human sustainability. Ethics is a necessary condition for any system at the individual, institutional, corporation, national, and international levels. Globalization with automation transformed global market parameters. Information distortion in information systems may create high alternative costs such as problems of quantification of socio-economic phenomena and negative impacts on quantitative and qualitative distortions in decision-making structures. In the 21st century, it became a necessary condition to transform power driven systems to science and culture and endogenize ecology, ethics, which aims "human optimal" welfare decision systems at the world level. © 2015, IGI Global
2008 - 2011 world economic crisis, new paradigms, science methodology, information systems, and decision systems
The human society and market structures need a "regulatory framework," new paradigms which endogenize ethics, efficiency, rights, and minimize risks in decision systems, which can converge in peace and human sustainability. Ethics is a necessary condition for any system at the individual, institutional, corporation, national, and international levels. Globalization with automation transformed global market parameters. Information distortion in information systems may create high alternative costs such as problems of quantification of socio-economic phenomena and negative impacts on quantitative and qualitative distortions in decision-making structures. In the 21st century, it became a necessary condition to transform power driven systems to science and culture and endogenize ecology, ethics, which aims "human optimal" welfare decision systems at the world level. © 2013 by IGI Global. All rights reserved