Quantitative methods in archaeology using R

著者

    • Carlson, David Lee

書誌事項

Quantitative methods in archaeology using R

David L. Carlson

(Cambridge manuals in archaeology)

Cambridge University Press, 2017

  • : hardback

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注記

Includes bibliographical references (p. [415]-422) and index

内容説明・目次

内容説明

Quantitative Methods in Archaeology Using R is the first hands-on guide to using the R statistical computing system written specifically for archaeologists. It shows how to use the system to analyze many types of archaeological data. Part I includes tutorials on R, with applications to real archaeological data showing how to compute descriptive statistics, create tables, and produce a wide variety of charts and graphs. Part II addresses the major multivariate approaches used by archaeologists, including multiple regression (and the generalized linear model); multiple analysis of variance and discriminant analysis; principal components analysis; correspondence analysis; distances and scaling; and cluster analysis. Part III covers specialized topics in archaeology, including intra-site spatial analysis, seriation, and assemblage diversity.

目次

  • Introduction
  • 1. Organization of the book
  • Part I. R and Basic Statistics: 2. Introduction to R
  • 3. Looking at data - numerical summaries
  • 4. Looking at data - tables
  • 5. Looking at data - graphs
  • 6. Transformations
  • 7. Missing values
  • 8. Confidence intervals and hypothesis testing
  • 9. Relating variables
  • Part II. Multivariate Methods: 10. Multiple regression and generalized linear models
  • 11. MANOVA and canonical and predictive discriminant analysis
  • 12. Principal components analysis
  • 13. Correspondence analysis
  • 14. Distances and scaling
  • 15. Cluster analysis
  • Part III. Archaeological Approaches to Data: 16. Spatial analysis
  • 17. Seriation
  • 18. Assemblage diversity
  • 19. Conclusions
  • 20. References.

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