Gene Network Inference

Verification of Methods for Systems Genetics Data

Editors: Fuente, Alberto De La (Ed.)

  • Describes and evaluates recent methods for System Genetics data analysis
  • Critically evaluates various algorithms used to analyze Systems Genetics data
  • Put together in a community effort by the experts in the field
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eBook $149.00
price for USA (gross)
  • ISBN 978-3-642-45161-4
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  • Immediate eBook download after purchase
Hardcover $189.00
price for USA
  • ISBN 978-3-642-45160-7
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $189.00
price for USA
  • Customers within the U.S. and Canada please contact Customer Service at 1-800-777-4643, Latin America please contact us at +1-212-460-1500 (Weekdays 8:30am – 5:30pm ET) to place your order.
  • Due: October 13, 2016
  • ISBN 978-3-662-52204-2
  • Free shipping for individuals worldwide
About this book

This book presents recent methods for Systems Genetics (SG) data analysis, applying them to a suite of simulated SG benchmark datasets. Each of the chapter authors received the same datasets to evaluate the performance of their method to better understand which algorithms are most useful for obtaining reliable models from SG datasets. The knowledge gained from this benchmarking study will ultimately allow these algorithms to be used with confidence for SG studies e.g. of complex human diseases or food crop improvement. The book is primarily intended for researchers with a background in the life sciences, not for computer scientists or statisticians.

Table of contents (8 chapters)

  • Simulation of the Benchmark Datasets

    Pinna, Andrea (et al.)

    Pages 1-8

  • A Panel of Learning Methods for the Reconstruction of Gene Regulatory Networks in a Systems Genetics Context

    Allouche, David (et al.)

    Pages 9-31

  • Benchmarking a Simple Yet Effective Approach for Inferring Gene Regulatory Networks from Systems Genetics Data

    Heise, Sandra (et al.)

    Pages 33-47

  • Differential Equation Based Reverse-Engineering Algorithms: Pros and Cons

    Gambardella, Gennaro (et al.)

    Pages 49-61

  • Gene Regulatory Network Inference from Systems Genetics Data Using Tree-Based Methods

    Huynh-Thu, Vân Anh (et al.)

    Pages 63-85

Buy this book

eBook $149.00
price for USA (gross)
  • ISBN 978-3-642-45161-4
  • Digitally watermarked, DRM-free
  • Included format: PDF, EPUB
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $189.00
price for USA
  • ISBN 978-3-642-45160-7
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
Softcover $189.00
price for USA
  • Customers within the U.S. and Canada please contact Customer Service at 1-800-777-4643, Latin America please contact us at +1-212-460-1500 (Weekdays 8:30am – 5:30pm ET) to place your order.
  • Due: October 13, 2016
  • ISBN 978-3-662-52204-2
  • Free shipping for individuals worldwide
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Bibliographic Information

Bibliographic Information
Book Title
Gene Network Inference
Book Subtitle
Verification of Methods for Systems Genetics Data
Editors
  • Alberto De La Fuente
Copyright
2013
Publisher
Springer-Verlag Berlin Heidelberg
Copyright Holder
Springer-Verlag Berlin Heidelberg
eBook ISBN
978-3-642-45161-4
DOI
10.1007/978-3-642-45161-4
Hardcover ISBN
978-3-642-45160-7
Softcover ISBN
978-3-662-52204-2
Edition Number
1
Number of Pages
XI, 130
Number of Illustrations and Tables
16 b/w illustrations, 33 illustrations in colour
Topics