Information Geometry and Population Genetics

Information Geometry and Population Genetics pdf epub mobi txt 电子书 下载 2025

出版者:Springer
作者:Julian Hofrichter
出品人:
页数:332
译者:
出版时间:2017-3-15
价格:GBP 71.00
装帧:Hardcover
isbn号码:9783319520445
丛书系列:
图书标签:
  • 生物-生物数学
  • 信息几何
  • 种群遗传学
  • 进化生物学
  • 统计学
  • 微分几何
  • 生物统计学
  • 数学生物学
  • 信息论
  • 概率论
  • 机器学习
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具体描述

The present monograph develops a versatile and profound mathematical perspective of the Wright--Fisher model of population genetics. This well-known and intensively studied model carries a rich and beautiful mathematical structure, which is uncovered here in a systematic manner. In addition to approaches by means of analysis, combinatorics and PDE, a geometric perspective is brought in through Amari's and Chentsov's information geometry. This concept allows us to calculate many quantities of interest systematically; likewise, the employed global perspective elucidates the stratification of the model in an unprecedented manner. Furthermore, the links to statistical mechanics and large deviation theory are explored and developed into powerful tools. Altogether, the manuscript provides a solid and broad working basis for graduate students and researchers interested in this field.

作者简介

目录信息

Front Matter....Pages i-xii
Introduction....Pages 1-15
The Wright–Fisher Model....Pages 17-43
Geometric Structures and Information Geometry....Pages 45-76
Continuous Approximations....Pages 77-101
Recombination....Pages 103-122
Moment Generating and Free Energy Functionals....Pages 123-167
Large Deviation Theory....Pages 169-194
The Forward Equation....Pages 195-218
The Backward Equation....Pages 219-267
Applications....Pages 269-287
Back Matter....Pages 289-319
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