Man Leung Wong's Data Mining Using Grammar Based Genetic Programming and PDF

By Man Leung Wong

ISBN-10: 079237746X

ISBN-13: 9780792377467

ISBN-10: 147578421X

ISBN-13: 9781475784213

info mining includes the non-trivial extraction of implicit, formerly unknown, and in all probability invaluable info from databases. Genetic Programming (GP) and Inductive common sense Programming (ILP) are of the ways for info mining. This publication first units the required backgrounds for the reader, together with an summary of information mining, evolutionary algorithms and inductive common sense programming. It then describes a framework, referred to as GGP (Generic Genetic Programming), that integrates GP and ILP in accordance with a formalism of good judgment grammars. The formalism is strong adequate to symbolize context- delicate details and domain-dependent wisdom. this information can be utilized to speed up the training pace and/or enhance the standard of the wisdom triggered.
A grammar-based genetic programming procedure known as LOGENPRO (The good judgment grammar dependent GENetic PROgramming approach) is designated and demonstrated on many difficulties in info mining. it truly is came across that LOGENPRO outperforms a few ILP structures. we've got additionally illustrated how one can practice LOGENPRO to emulate immediately outlined features (ADFs) to find challenge illustration primitives instantly. via utilising a number of wisdom concerning the challenge being solved, LOGENPRO can discover a resolution a lot quicker than ADFs and the computation required via LOGENPRO is way smaller than that of ADFs. furthermore, LOGENPRO can emulate the results of Strongly style Genetic Programming and ADFs concurrently and without problems.
facts Mining utilizing Grammar dependent Genetic Programming and functions is acceptable for researchers, practitioners and clinicians attracted to genetic programming, information mining, and the extraction of information from databases.

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Data Mining Using Grammar Based Genetic Programming and Applications by Man Leung Wong

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