The Resource Statistical Analysis of Microbiome Data with R, by Yinglin Xia, Jun Sun, Ding-Geng Chen, (electronic resource)

Statistical Analysis of Microbiome Data with R, by Yinglin Xia, Jun Sun, Ding-Geng Chen, (electronic resource)

Label
Statistical Analysis of Microbiome Data with R
Title
Statistical Analysis of Microbiome Data with R
Statement of responsibility
by Yinglin Xia, Jun Sun, Ding-Geng Chen
Creator
Contributor
Author
Author
Provider
Subject
Language
eng
Summary
This unique book addresses the statistical modelling and analysis of microbiome data using cutting-edge R software. It includes real-world data from the authors’ research and from the public domain, and discusses the implementation of R for data analysis step by step. The data and R computer programs are publicly available, allowing readers to replicate the model development and data analysis presented in each chapter, so that these new methods can be readily applied in their own research. The book also discusses recent developments in statistical modelling and data analysis in microbiome research, as well as the latest advances in next-generation sequencing and big data in methodological development and applications. This timely book will greatly benefit all readers involved in microbiome, ecology and microarray data analyses, as well as other fields of research
Member of
http://library.link/vocab/creatorName
Xia, Yinglin
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
  • tSqHuxenfcs
  • sTolPDcjFfU
  • HvzpK_vowBo
Image bit depth
0
LC call number
QA276-280
Literary form
non fiction
http://library.link/vocab/relatedWorkOrContributorName
  • Sun, Jun.
  • Chen, Ding-Geng.
  • SpringerLink
Series statement
ICSA Book Series in Statistics,
http://library.link/vocab/subjectName
  • Mathematical statistics
  • Statistics
  • Big data
  • Statistics and Computing/Statistics Programs
  • Statistics for Life Sciences, Medicine, Health Sciences
  • Big Data
Label
Statistical Analysis of Microbiome Data with R, by Yinglin Xia, Jun Sun, Ding-Geng Chen, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Chapter 1: Introduction to R, RStudio and ggplot2 -- Chapter 2: What are Microbiome Data? -- Chapter 3: Bioinformatic and Statistical Analyses of Microbiome Data -- Chapter 4: Power and Sample Size Calculation in Hypothesis Testing Microbiome Data -- Chapter 5: Microbiome Data Management -- Chapter 6: Exploratory Analysis of Microbiome Data -- Chapter 7: Comparisons of Diversities, OTUs and Taxa among Groups -- Chapter 8: Community Composition Study -- Chapter 9: Modeling Over-dispersed Microbiome Data -- Chapter 10: Linear Regression Modeling metadata -- Chapter 11: Modeling Zero-Inflated Microbiome Data
Dimensions
unknown
Extent
XXIII, 505 p. 84 illus., 67 illus. in color.
File format
multiple file formats
Form of item
electronic
Isbn
9789811315343
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-981-13-1534-3
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-981-13-1534-3
Label
Statistical Analysis of Microbiome Data with R, by Yinglin Xia, Jun Sun, Ding-Geng Chen, (electronic resource)
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Chapter 1: Introduction to R, RStudio and ggplot2 -- Chapter 2: What are Microbiome Data? -- Chapter 3: Bioinformatic and Statistical Analyses of Microbiome Data -- Chapter 4: Power and Sample Size Calculation in Hypothesis Testing Microbiome Data -- Chapter 5: Microbiome Data Management -- Chapter 6: Exploratory Analysis of Microbiome Data -- Chapter 7: Comparisons of Diversities, OTUs and Taxa among Groups -- Chapter 8: Community Composition Study -- Chapter 9: Modeling Over-dispersed Microbiome Data -- Chapter 10: Linear Regression Modeling metadata -- Chapter 11: Modeling Zero-Inflated Microbiome Data
Dimensions
unknown
Extent
XXIII, 505 p. 84 illus., 67 illus. in color.
File format
multiple file formats
Form of item
electronic
Isbn
9789811315343
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-981-13-1534-3
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-981-13-1534-3

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