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Item Details
Title: KNOWLEDGE DISCOVERY AND DATA MINING
THE INFO-FUZZY NETWORK (IFN) METHODOLOGY
By: O. Maimon, M. Last
Format: Hardback

List price: £126.00


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ISBN 10: 0792366476
ISBN 13: 9780792366478
Publisher: SPRINGER
Pub. date: 31 December, 2000
Edition: 2001 ed.
Series: Massive Computing 1
Pages: 168
Description: Provides descriptions of the IFN algorithms and discusses real-world case studies from several application domains including manufacturing, process engineering, health care, and education. This book describes the methodology of applications and compares the IFN performance to other data mining methods.
Synopsis: This book presents a specific and unified approach to Knowledge Discovery and Data Mining, termed IFN for Information Fuzzy Network methodology. Data Mining (DM) is the science of modelling and generalizing common patterns from large sets of multi-type data. DM is a part of KDD, which is the overall process for Knowledge Discovery in Databases. The accessibility and abundance of information today makes this a topic of particular importance and need. The book has three main parts complemented by appendices as well as software and project data that are accessible from the book's web site (http://www.eng.tau.ac.iV-maimonlifn-kdgGBP). Part I (Chapters 1-4) starts with the topic of KDD and DM in general and makes reference to other works in the field, especially those related to the information theoretic approach. The remainder of the book presents our work, starting with the IFN theory and algorithms. Part II (Chapters 5-6) discusses the methodology of application and includes case studies. Then in Part III (Chapters 7-9) a comparative study is presented, concluding with some advanced methods and open problems. The IFN, being a generic methodology, applies to a variety of fields, such as manufacturing, finance, health care, medicine, insurance, and human resources. The appendices expand on the relevant theoretical background and present descriptions of sample projects (including detailed results).
Illustrations: XVII, 168 p.
Publication: Netherlands
Imprint: Springer
Returns: Returnable
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APPLIED GRAPH THEORY IN COMPUTER VISION AND PATTERN RECOGNITION (HB)
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APPLIED PATTERN RECOGNITION (HB)
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