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Frontiers in Probability and the Statistical Sciences
cover

Statistical Analysis of Microbiome Data

Editors: Datta, Somnath, Guha, Subharup (Eds.)

  • Provides a comprehensive overview of cutting-edge statistical approaches for microbiome research
  • Explores the intersection of big data and next generation sequencing technologies
  • Discusses innovative methodology and applications that will be of interest to statisticians as well as non-statistical scientists and advanced students in microbiome research
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書籍の購入

イーブック ¥12,583
価格の適用国: Japan (日本円価格は個人のお客様のみ有効) (小計)
  • イーブック版は、まもなく発売予定です。
  • 予定日: July 28, 2021
  • ISBN 978-3-030-73351-3
  • ウォーターマーク付、 DRMフリー
  • ファイル形式:
  • ebooks can be used on all reading devices
ハードカバー ¥15,729
価格の適用国: Japan (日本円価格は個人のお客様のみ有効) (小計)
  • 予定日: July 28, 2021
  • ISBN 978-3-030-73350-6
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
この書籍について

Microbiome research has focused on microorganisms that live within the human body and their effects on health. During the last few years, the quantification of microbiome composition in different environments has been facilitated by the advent of high throughput sequencing technologies. The statistical challenges include computational difficulties due to the high volume of data; normalization and quantification of metabolic abundances, relative taxa and bacterial genes; high-dimensionality; multivariate analysis; the inherently compositional nature of the data; and the proper utilization of complementary phylogenetic information. This has resulted in an explosion of statistical approaches aimed at tackling the unique opportunities and challenges presented by microbiome data.

This book provides a comprehensive overview of the state of the art in statistical and informatics technologies for microbiome research. In addition to reviewing demonstrably successful cutting-edge methods, particular emphasis is placed on examples in R that rely on available statistical packages for microbiome data. With its wide-ranging approach, the book benefits not only trained statisticians in academia and industry involved in microbiome research, but also other scientists working in microbiomics and in related fields.


著者について

Somnath Datta is Professor of Biostatistics and a preeminence hire in Genomic Medicine at the University of Florida. He is Fellow of the American Statistical Association, Fellow of the Institute of Mathematical Statistics, and Elected Member of the International Statistical Institute. He has contributed to numerous research areas in Statistics, Biostatistics and Bioinformatics.

Subharup Guha is Associate Professor of Biostatistics at the University of Florida. His current research areas of interest are Bayesian nonparametric methods, clustering, classification, Markov chain Monte Carlo algorithms, causal inferences, and high-dimensional data analysis. The applications have included cancer genomics, image processing, microbiomics, and connectomics.


書籍の購入

イーブック ¥12,583
価格の適用国: Japan (日本円価格は個人のお客様のみ有効) (小計)
  • イーブック版は、まもなく発売予定です。
  • 予定日: July 28, 2021
  • ISBN 978-3-030-73351-3
  • ウォーターマーク付、 DRMフリー
  • ファイル形式:
  • ebooks can be used on all reading devices
ハードカバー ¥15,729
価格の適用国: Japan (日本円価格は個人のお客様のみ有効) (小計)
  • 予定日: July 28, 2021
  • ISBN 978-3-030-73350-6
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
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書誌情報

Bibliographic Information
Book Title
Statistical Analysis of Microbiome Data
Editors
  • Somnath Datta
  • Subharup Guha
Series Title
Frontiers in Probability and the Statistical Sciences
Copyright
2021
Publisher
Springer International Publishing
Copyright Holder
Springer Nature Switzerland AG
イーブック ISBN
978-3-030-73351-3
DOI
10.1007/978-3-030-73351-3
ハードカバー ISBN
978-3-030-73350-6
Series ISSN
2624-9987
Edition Number
1
Number of Pages
VIII, 242
Number of Illustrations
15 b/w illustrations, 49 illustrations in colour
Topics