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" Data mining in agriculture / "
by Antonio Mucherino, Petraq J. Papajorgji, Panos M. Pardalos.
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BL
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| Record Number
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1038412
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b792782
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| Main Entry
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Mucherino, Antonio.
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| Title & Author
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Data mining in agriculture /\ by Antonio Mucherino, Petraq J. Papajorgji, Panos M. Pardalos.
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| Publication Statement
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New York :: Springer,, ©2009.
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| Series Statement
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Springer optimization and its applications ;; v. 34
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| Page. NO
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1 online resource :: illustrations
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| ISBN
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0387886141
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: 038788615X
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: 9780387886145
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: 9780387886152
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| Bibliographies/Indexes
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Includes bibliographical references (pages 253-264) and index.
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| Contents
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Introduction to Data Mining -- 2 Statistical Methods -- 3 Clustering by k-means -- 4 k-nearest Neighbor Classification -- 5 Artificial Neural Networks -- 6 Support Vector Machines -- 7 Biclustering -- 8 Validation -- 9 An Application in C -- 10 Data Mining in a Parallel Environment -- 11 Solutions of the Exercises -- A. Matlab Environment -- B.C programming language -- C. Message Passing Interface (MPI) -- D. Eigenvalues and Eigenvectors -- References.
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| Abstract
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Data Mining in Agriculturerepresents a comprehensive effort to provide graduate students and researchers with an analyticaltext on data mining techniques applied to agriculture and environmental related fields. This book presents both theoretical and practical insights with a focus on presenting the context of each data mining technique rather intuitively with ample concrete examples represented graphically and with algorithms written in MATLAB®. Examples and exercises with solutions are provided at the end of each chapter to facilitate the comprehension of the material. For each data mining technique described in the book variants and improvements of the basic algorithm are also given. Also by P.J. Papajorgji and P.M. Pardalos: Advances in Modeling Agricultural Systems, 'Springer Optimization and its Applications'vol. 25, ©2009.
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| Subject
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Agriculture-- Data processing.
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| Subject
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Data mining.
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Agriculture-- Data processing.
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Data mining.
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| Dewey Classification
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630.2085
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| LC Classification
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S494.5.D3M834 2009
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| Added Entry
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Papajorgji, Petraq J.
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Pardalos, P. M., (Panos M.),1954-
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