Data Mining Using Grammar Based Genetic Programming and Applications 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024


Data Mining Using Grammar Based Genetic Programming and Applications

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Wong, Man Leung/ Leung, Kwong-Sak 作者
Kluwer Academic Pub
譯者
2000-2 出版日期
227 頁數
$ 292.67 價格
HRD
叢書系列
9780792377467 圖書編碼

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Data Mining Using Grammar Based Genetic Programming and Applications 在線電子書 epub 下載 mobi 下載 pdf 下載 txt 下載 2024

Data Mining Using Grammar Based Genetic Programming and Applications 在線電子書 epub 下載 pdf 下載 mobi 下載 txt 下載 2024

Data Mining Using Grammar Based Genetic Programming and Applications 在線電子書 pdf 下載 txt下載 epub 下載 mobi 下載 2024



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Data Mining Using Grammar Based Genetic Programming and Applications 在線電子書 pdf 下載 txt下載 epub 下載 mobi 在線電子書下載

Data Mining Using Grammar Based Genetic Programming and Applications 在線電子書 圖書描述

Data mining involves the non-trivial extraction of implicit, previously unknown, and potentially useful information from databases. Genetic Programming (GP) and Inductive Logic Programming (ILP) are two of the approaches for data mining. This book first sets the necessary backgrounds for the reader, including an overview of data mining, evolutionary algorithms and inductive logic programming. It then describes a framework, called GGP (Generic Genetic Programming), that integrates GP and ILP based on a formalism of logic grammars. The formalism is powerful enough to represent context- sensitive information and domain-dependent knowledge. This knowledge can be used to accelerate the learning speed and/or improve the quality of the knowledge induced. A grammar-based genetic programming system called LOGENPRO (The LOGic grammar based GENetic PROgramming system) is detailed and tested on many problems in data mining. It is found that LOGENPRO outperforms some ILP systems. We have also illustrated how to apply LOGENPRO to emulate Automatically Defined Functions (ADFs) to discover problem representation primitives automatically. By employing various knowledge about the problem being solved, LOGENPRO can find a solution much faster than ADFs and the computation required by LOGENPRO is much smaller than that of ADFs. Moreover, LOGENPRO can emulate the effects of Strongly Type Genetic Programming and ADFs simultaneously and effortlessly. Data Mining Using Grammar Based Genetic Programming and Applications is appropriate for researchers, practitioners and clinicians interested in genetic programming, data mining, and the extraction of data from databases.

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