{"product_id":"data-mining-using-grammar-based-genetic-programming-and-applications-von-kwong-sak-leung-man-leung-wong","title":"Data Mining Using Grammar Based Genetic Programming and Applications","description":"\n                                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. \n                \n                \u003cbr\u003e\n                                  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. \n                \n                \u003cbr\u003e\n                                  \n                \n                \u003cem\u003eData Mining Using Grammar Based Genetic Programming and  Applications\u003c\/em\u003e\n                                 is appropriate for researchers, practitioners and  clinicians interested in genetic programming, data mining, and the  extraction of data from databases.\n            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9781475784213\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9781475784213","offer_id":39415695048797,"sku":"9781475784213","price":160.49,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/dcd0dca8-545e-4a50-9011-d7986467efeb.jpg?v=1745987223","url":"https:\/\/shop.autorenwelt.de\/en\/products\/data-mining-using-grammar-based-genetic-programming-and-applications-von-kwong-sak-leung-man-leung-wong","provider":"Autorenwelt Shop","version":"1.0","type":"link"}