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Field name	Details
Dewey Class	519.6
Title	Data Mining in Agriculture ([Ebook]) / by Antonio Mucherino, Petraq J. Papajorgji, Panos M. Pardalos.
Author	Mucherino, Antonio
Added Personal Name	Papajorgji, Petraq J.
Added Personal Name	Pardalos, Panos M.
Other name(s)	SpringerLink (Online service)
Publication	New York, NY : Springer , 2009.
Physical Details	XVIII, 274 pages : 92 illus. : online resource.
Series	Springer Optimization and Its Applications 1931-6828 ; ; 34
ISBN	9780387886152
Summary Note	Data Mining in Agriculture represents a comprehensive effort to provide graduate students and researchers with an analytical text 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.:
Contents note	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.
System details note	Online access to this digital book is restricted to subscription institutions through IP address (only for SISSA internal users).
Internet Site	http://dx.doi.org/10.1007/978-0-387-88615-2
Links to Related Works	Subject References: Agriculture . Environmental Sciences . Math. Appl. in Environmental Science . Mathematical Modeling and Industrial Mathematics . Mathematics . Operations research . Operations research, mathematical programming . Authors: author . Mucherino, Antonio . Papajorgji, Petraq J. . Pardalos, Panos M. . Corporate Authors: SpringerLink (Online service) . Series: Springer Optimization and Its Applications . Classification: 519.6 . 519.6 (DDC 23) .

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Data Mining in Agriculture

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