Download e-book for iPad: Data Mining Using Grammar Based Genetic Programming and by Man Leung Wong

By Man Leung Wong

facts mining consists of the non-trivial extraction of implicit, formerly unknown, and almost certainly invaluable info from databases. Genetic Programming (GP) and Inductive good judgment Programming (ILP) are of the methods for info mining. This ebook first units the mandatory backgrounds for the reader, together with an outline of information mining, evolutionary algorithms and inductive common sense programming. It then describes a framework, known as GGP (Generic Genetic Programming), that integrates GP and ILP according to 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 prompted.
A grammar-based genetic programming procedure known as LOGENPRO (The common sense grammar established GENetic PROgramming process) is distinctive and confirmed on many difficulties in information mining. it really is discovered that LOGENPRO outperforms a few ILP structures. we now have additionally illustrated the way to follow LOGENPRO to emulate instantly outlined services (ADFs) to find challenge illustration primitives immediately. through making use of a number of wisdom concerning the challenge being solved, LOGENPRO can discover a answer a lot swifter than ADFs and the computation required by way of LOGENPRO is far smaller than that of ADFs. furthermore, LOGENPRO can emulate the results of Strongly sort Genetic Programming and ADFs concurrently and without difficulty.
information Mining utilizing Grammar established Genetic Programming and purposes is suitable for researchers, practitioners and clinicians drawn to genetic programming, information mining, and the extraction of knowledge from databases.

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

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