Data Mining Using Grammar Based Genetic Programming and Applications / Edition 1
by Man Leung Wong, Kwong Sak Leung
Data mining involves the non-trivial extraction of implicit, previousl y 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 backgro unds for the reader, including an overview of data mining, evolutionar y algorithms
… See more details belowOverview
Data mining involves the non-trivial extraction of implicit, previousl y 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 backgro unds for the reader, including an overview of data mining, evolutionar y algorithms and inductive logic programming. It then describes a fram ework, called GGP (Generic Genetic Programming), that integrates GP an d ILP based on a formalism of logic grammars. The formalism is powerfu l enough to represent context- sensitive information and domain-depend ent knowledge. This knowledge can be used to accelerate the learning s peed and/or improve the quality of the knowledge induced.
Product Details
- ISBN-13:
- 9780792377467
- Publisher:
- Springer US
- Publication date:
- 02/29/2000
- Series:
- Genetic Programming Series, #3
- Edition description:
- 2002
- Pages:
- 214
- Product dimensions:
- 9.21(w) x 6.14(h) x 0.56(d)
Table of Contents
List of Figures. List of Tables. Preface. 1. Introduction. 2. An Overview of Data Mining. 3. An Overview on Evolutionary Algorithms. 4. Inductive Logic Programming. 5. The Logic Grammars Based Genetic Programming System (LOGENPRO). 6. Data Mining Applications Using LOGENPRO. 7. Applying LOGENPRO for Rule Learning. 8. Medical Data Mining. 9. Conclusion and Future Work. Appendix A: The Rule Sets Discovered. Appendix B: The Grammar Used for the Fracture and Scoliosis Databases. References. Index.
Customer Reviews
Average Review: