Methods in Molecular Biology

Data Mining for Systems Biology

Methods and Protocols

Editors: Mamitsuka, Hiroshi (Ed.)

  • Includes cutting-edge techniques for data mining in systems biology
  • Provides step-by-step guidance essential for reproducible results
  • Contains expert tips and implementation advice from practitioners in the field
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eBook $129.00
price for USA in USD (gross)
  • ISBN 978-1-4939-8561-6
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $169.99
price for USA in USD
  • ISBN 978-1-4939-8560-9
  • Free shipping for individuals worldwide
  • Usually dispatched within 3 to 5 business days.
About this book

This fully updated book collects numerous data mining techniques, reflecting the acceleration and diversity of the development of data-driven approaches to the life sciences. The first half of the volume examines genomics, particularly metagenomics and epigenomics, which promise to deepen our knowledge of genes and genomes, while the second half of the book emphasizes metabolism and the metabolome as well as relevant medicine-oriented subjects. Written for the highly successful Methods in Molecular Biology series, chapters include the kind of detail and expert implementation advice that is useful for getting optimal results. 
Authoritative and practical, Data Mining for Systems Biology: Methods and Protocols, Second Edition serves as an ideal resource for researchers of biology and relevant fields, such as medical, pharmaceutical, and agricultural sciences, as well as for the scientists and engineers who are working on developing data-driven techniques, such as databases, data sciences, data mining, visualization systems, and machine learning or artificial intelligence that now are central to the paradigm-altering discoveries being made with a higher frequency.

Table of contents (17 chapters)

  • Identifying Bacterial Strains from Sequencing Data

    Mäklin, Tommi (et al.)

    Pages 1-7

  • MetaVW: Large-Scale Machine Learning for Metagenomics Sequence Classification

    Vervier, Kévin (et al.)

    Pages 9-20

  • Online Interactive Microbial Classification and Geospatial Distributional Analysis Using BioAtlas

    Lund, Jesper (et al.)

    Pages 21-35

  • Generative Models for Quantification of DNA Modifications

    Äijö, Tarmo (et al.)

    Pages 37-50

  • DiMmer: Discovery of Differentially Methylated Regions in Epigenome-Wide Association Study (EWAS) Data

    Frisch, Tobias (et al.)

    Pages 51-62

Buy this book

eBook $129.00
price for USA in USD (gross)
  • ISBN 978-1-4939-8561-6
  • Digitally watermarked, DRM-free
  • Included format: EPUB, PDF
  • ebooks can be used on all reading devices
  • Immediate eBook download after purchase
Hardcover $169.99
price for USA in USD
  • ISBN 978-1-4939-8560-9
  • 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 for Systems Biology
Book Subtitle
Methods and Protocols
Editors
  • Hiroshi Mamitsuka
Series Title
Methods in Molecular Biology
Series Volume
1807
Copyright
2018
Publisher
Humana Press
Copyright Holder
Springer Science+Business Media, LLC, part of Springer Nature
eBook ISBN
978-1-4939-8561-6
DOI
10.1007/978-1-4939-8561-6
Hardcover ISBN
978-1-4939-8560-9
Series ISSN
1064-3745
Edition Number
2
Number of Pages
XI, 243
Number of Illustrations and Tables
9 b/w illustrations, 86 illustrations in colour
Topics