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Data mining and knowledge discovery via logic-based methods : theory, algorithms, and applications

Author: Evangelos Triantaphyllou
Publisher: New York : Springer, ©2010.
Series: Springer optimization and its applications, v. 43.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Database:WorldCat
Summary:
There are many approaches to data mining and knowledge discovery (DM & KD), including neural networks, closest neighbor methods, and various statistical methods. This monograph, however, focuses on the development and use of a novel approach, based on mathematical logic, that the author and his research associates have worked on over the last 20 years. The methods presented in the book deal with key DM & KD issues  Read more...
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Genre/Form: Electronic books
Additional Physical Format: Print version:
Triantaphyllou, Evangelos.
Data mining and knowledge discovery via logic-based methods.
New York : Springer, ©2010
(DLC) 2010928843
(OCoLC)649651220
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Evangelos Triantaphyllou
ISBN: 9781441916303 144191630X
OCLC Number: 654397177
Description: 1 online resource (xxxiii, 350 pages).
Contents: Foreword; Preface; Acknowledgments; List of Figures; List of Tables; Part I Algorithmic Issues; Introduction; Inferring a Boolean Function from Positive and Negative Examples; A Revised Branch-and-Bound Approach for Inferring a Boolean Function from Examples; Some Fast Heuristics for Inferring a Boolean Function from Examples; An Approach to Guided Learning of Boolean Functions; An Incremental Learning Algorithm for Inferring Boolean Functions; A Duality Relationship Between Boolean Functions in CNF and DNF Derivable from the Same Training Examples.
Series Title: Springer optimization and its applications, v. 43.
Responsibility: by Evangelos Triantphyllou.
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Abstract:

This book uses a novel method to study a series of interconnected key data mining and knowledge discovery problems in depth and in a way that stimulates the quest for more knowledge. It also presents  Read more...

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