Models for Ecological Data

Models for Ecological Data pdf epub mobi txt 电子书 下载 2025

出版者:Princeton Univ Pr
作者:Clark, J.S.
出品人:
页数:152
译者:
出版时间:2007-5
价格:$ 29.32
装帧:Pap
isbn号码:9780691122625
丛书系列:
图书标签:
  • statistics 
  • Bayes 
  •  
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The environmental sciences are undergoing a revolution in the use of models and data. Facing ecological data sets of unprecedented size and complexity, environmental scientists are struggling to understand and exploit powerful new statistical tools for making sense of ecological processes. In "Models for Ecological Data", James Clark introduces ecologists to these modern methods in modeling and computation. Assuming only basic courses in calculus and statistics, the text introduces readers to basic maximum likelihood and then works up to more advanced topics in Bayesian modeling and computation.Clark covers both classical statistical approaches and powerful new computational tools and describes how complexity can motivate a shift from classical to Bayesian methods. Through an available lab manual, the book introduces readers to the practical work of data modeling and computation in the language R. Based on a successful course at Duke University and National Science Foundation-funded institutes on hierarchical modeling, "Models for Ecological Data" will enable ecologists and other environmental scientists to develop useful models that make sense of ecological data. It features: consistent treatment from classical to modern Bayes; underlying distribution theory to algorithm development; many examples and applications; does not assume statistical background; extensive supporting appendixes; and, accompanying lab manual in R.

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