Lecture Notes in Electrical Engineering

Data Mining and Applications in Genomics

  • With comprehensive introductory chapter to the data mining techniques
  • With detailed descriptions of some current genomic problems
  • With detailed descriptions of some tailor-made data mining algorithms for specific genomic problems
  • With frontier case studies based on the recent and current works at the top universities
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eBook $129.00
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  • ISBN 978-1-4020-8975-6
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Hardcover $169.00
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  • ISBN 978-1-4020-8974-9
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Softcover $169.00
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  • ISBN 978-90-481-8040-0
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About this book

Data Mining and Applications in Genomics contains the data mining algorithms and their applications in genomics, with frontier case studies based on the recent and current works at the University of Hong Kong and the Oxford University Computing Laboratory, University of Oxford. It provides a systematic introduction to the use of data mining algorithms as an investigative tool for applications in genomics. Topics covered include Genomic Techniques, Single Nucleotide Polymorphisms, Disease Studies, HapMap Project, Haplotypes, Tag-SNP Selection, Linkage Disequilibrium Map, Gene Regulatory Networks, Dimension Reduction, Feature Selection, Feature Extraction, Principal Component Analysis, Independent Component Analysis, Machine Learning Algorithms, Hybrid Intelligent Techniques, Clustering Algorithms, Graph Algorithms, Numerical Optimization Algorithms, Data Mining Software Comparison, Medical Case Studies, Bioinformatics Projects, and Medical Applications.

Data Mining and Applications in Genomics offers state of the art of tremendous advances in data mining algorithms and applications in genomics and also serve as an excellent reference work for researchers and graduate students working on data mining algorithms and applications in genomics.

Table of contents (7 chapters)

Buy this book

eBook $129.00
price for USA
  • ISBN 978-1-4020-8975-6
  • Digitally watermarked, DRM-free
  • Included format: PDF
  • ebooks can be used on all reading devices
  • Download immediately after purchase
Hardcover $169.00
price for USA
  • ISBN 978-1-4020-8974-9
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $169.00
price for USA
  • ISBN 978-90-481-8040-0
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.

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Bibliographic Information

Bibliographic Information
Book Title
Data Mining and Applications in Genomics
Series Title
Lecture Notes in Electrical Engineering
Series Volume
25
Copyright
2008
Publisher
Springer Netherlands
Copyright Holder
Springer Science+Business Media B.V.
eBook ISBN
978-1-4020-8975-6
DOI
10.1007/978-1-4020-8975-6
Hardcover ISBN
978-1-4020-8974-9
Softcover ISBN
978-90-481-8040-0
Series ISSN
1876-1100
Edition Number
1
Number of Pages
XII, 152
Topics