Coverart for item
The Resource Data mining in agriculture, by Antonio Mucherino, Petroq J. Papajorgji, Panos M. Pardalos

Data mining in agriculture, by Antonio Mucherino, Petroq J. Papajorgji, Panos M. Pardalos

Label
Data mining in agriculture
Title
Data mining in agriculture
Statement of responsibility
by Antonio Mucherino, Petroq J. Papajorgji, Panos M. Pardalos
Creator
Contributor
Subject
Language
eng
Summary
"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."--Publisher's website
Member of
Cataloging source
BTCTA
http://library.link/vocab/creatorName
Mucherino, Antonio
Dewey number
006.312
Illustrations
illustrations
Index
index present
LC call number
QA76.9.D343
LC item number
M83 2009
Literary form
non fiction
NAL call number
QA76.9.D343
NAL item number
M83 2009
Nature of contents
bibliography
http://library.link/vocab/relatedWorkOrContributorDate
1954-
http://library.link/vocab/relatedWorkOrContributorName
  • Papajorgji, Petraq J
  • Pardalos, P. M.
Series statement
Springer optimization and its applications ,
Series volume
v. 34
http://library.link/vocab/subjectName
  • Agriculture
  • Information storage and retrieval systems
  • Data mining
  • Data Mining
  • Landwirtschaft
  • Umweltwissenschaften
Label
Data mining in agriculture, by Antonio Mucherino, Petroq J. Papajorgji, Panos M. Pardalos
Instantiates
Publication
Bibliography note
Includes bibliographical references (pages 253-264) and index
Carrier category
volume
Carrier category code
nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction to Data Mining -- Statistical Methods -- Clustering by k-means -- k-nearest Neighbor Classification -- Artificial Neural Networks -- Support Vector Machines -- Biclustering -- Validation -- An Application in C -- Data Mining in a Parallel Environment -- Solutions of the Exercises -- Matlab Environment-- C programming language -- Message Passing Interface (MPI) -- Eigenvalues and Eigenvectors -- References
Control code
428028035
Dimensions
25 cm
Extent
xviii, 272 pages
Isbn
9780387886145
Lccn
2009934057
Media category
unmediated
Media MARC source
rdamedia
Media type code
n
Other physical details
illustrations
System control number
(OCoLC)428028035
Label
Data mining in agriculture, by Antonio Mucherino, Petroq J. Papajorgji, Panos M. Pardalos
Publication
Bibliography note
Includes bibliographical references (pages 253-264) and index
Carrier category
volume
Carrier category code
nc
Carrier MARC source
rdacarrier
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction to Data Mining -- Statistical Methods -- Clustering by k-means -- k-nearest Neighbor Classification -- Artificial Neural Networks -- Support Vector Machines -- Biclustering -- Validation -- An Application in C -- Data Mining in a Parallel Environment -- Solutions of the Exercises -- Matlab Environment-- C programming language -- Message Passing Interface (MPI) -- Eigenvalues and Eigenvectors -- References
Control code
428028035
Dimensions
25 cm
Extent
xviii, 272 pages
Isbn
9780387886145
Lccn
2009934057
Media category
unmediated
Media MARC source
rdamedia
Media type code
n
Other physical details
illustrations
System control number
(OCoLC)428028035

Library Locations

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      38.946102 -92.330125
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