Mathematical Properties of Population-Genetic Statistics: Quadratic Forms Most Beautiful

Mathematical Properties of Population-Genetic Statistics: Quadratic Forms Most Beautiful (Princeton Series in Theoretical and Computational Biology) book cover

Mathematical Properties of Population-Genetic Statistics: Quadratic Forms Most Beautiful (Princeton Series in Theoretical and Computational Biology)

Author(s): Noah A. Rosenberg (Author)

  • Publisher finelybook 出版社: Princeton University Press
  • Publication Date 出版日期: May 20, 2025
  • Language 语言: English
  • Print length 页数: 184 pages
  • ISBN-10: 0691261563
  • ISBN-13: 9780691261560

Book Description

A powerful new approach to interpreting population-genetic data in evolution and ecology

Population genetics uses statistical analysis to catalog genetic variation among populations and species. Summary statistics computed from allele frequencies—mathematical functions that measure features of genetic similarity and diversity—are key to this global effort. Yet despite their widespread use in evolutionary biology, ecology, and conservation biology, their mathematical properties have largely been overlooked. This book shows how to use the mathematical bounds on summary statistics to make better interpretations of population-genetic data.

Noah Rosenberg discusses how the behavior of these statistics depends not only on the biology of the populations they seek to describe but also on the mathematical properties of the functions used to compute them, properties that produce constraints on the values of the statistics and influence their interpretation. Focusing on the concept of homozygosity—a quadratic function of allele frequencies in a population—he demonstrates how to account for mathematical constraints when measuring genetic similarity and diversity. Rosenberg illustrates the results using examples from empirical data and shares strategies that readers can use to apply this mathematical perspective to different kinds of summary statistics, including those for measuring biodiversity in ecological communities.

Drawing inspiration from Charles Darwin, who marveled at evolution’s “endless forms most beautiful and most wonderful,” this book presents a groundbreaking approach to the study of genetic variation. It is sure to stimulate new research in population biology and deeper thinking about the meaning and interpretation of essential measurements of the world’s genomes.

Editorial Reviews

Review

“A timely and important contribution. Noah Rosenberg presents an exhilarating read on the mathematical constraints that shape canonical population genetics statistics as functions of allele frequencies.”—Sohini Ramachandran, Brown University

“Genetic variation is easier to measure than ever. By elucidating mathematical constraints on popular summaries of genetic variation, Rosenberg guides the rigorous interpretation of data and explains unexpected patterns. This book should be required reading for population geneticists, who may have fewer degrees of freedom than they think.”—Bret Payseur, University of Wisconsin–Madison

About the Author

Noah A. Rosenberg is Professor of Biology at Stanford University, where he holds the Stanford Professorship in Population Genetics and Society.

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