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Negative Selection Algorithms: from the Thymus to V-detector

eBook (PDF), 350 Pages
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PhD Dissertation. The University of Memphis. Computer Science. ABSTRACT: Artificial Immune Systems (AIS) is a research area of developing computational methods inspired by biological immune systems. The approach of negative selection algorithms (NSA) is one of the major models of AIS. This dissertation does a comprehensive survey of NSA and highlights the key components that define a negative selection algorithm. It proposed a new negative selection algorithm called V-detector. It has several important features that alleviate some difficulties in negative selection algorithms. (1) Statistical techniques to estimate the detector coverage. (2) Detectors with variable coverage. (3) A boundary-aware algorithm. (4) The main components of V-detector can be customized. (5) One-shot training. Applicability of negative selection algorithms is discussed in details both to understand the reasonable scenarios to use it and its intrinsic limitations.
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Product Details

Publisher
Zhou Ji
Published
October 1, 2011
Language
English
Pages
350
File Format
PDF
File Size
2.84 MB

Formats for this Ebook

PDF
Required Software Any PDF Reader, Apple Preview
Supported Devices Windows PC/PocketPC, Mac OS, Linux OS, Apple iPhone/iPod Touch... (See More)
# of Devices Unlimited
Flowing Text / Pages Pages
Printable? Yes
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