Data Mining Using Grammar Based Genetic Programming and Applications
Language: English
Published by Springer US, 2000
- Hardcover
- New
Condition: New
£ 157.99
Quantity: Over 20 available
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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 .
Seller Inventory # 458442242
- Title
- Data Mining Using Grammar Based Genetic Programming and Applications
- Author
- Man Leung Wong|Kwong Sak Leung
- Publisher
- Springer US
- Publication year
- 2000
- Condition
- New
- Binding
- Gebunden
- Language
- English
- ISBN 10
- 079237746X
- ISBN 13
- 9780792377467
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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