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Hierarchical Modeling and Inference in Ecology

The Analysis of Data from Populations, Metapopulations and Communities

J Andrew Royle author Robert M Dorazio author

Format:Hardback

Publisher:Elsevier Science Publishing Co Inc

Published:15th Oct '08

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Hierarchical Modeling and Inference in Ecology cover

A guide to data collection and modelling and inference strategies for biological survey data

A guide to data collection, modeling and inference strategies for biological survey data using Bayesian and classical statistical methods. It describes a general and flexible framework for modeling and inference in ecological systems based on hierarchical models, with a strict focus on the use of probability models and parametric inference.A guide to data collection, modeling and inference strategies for biological survey data using Bayesian and classical statistical methods. This book describes a general and flexible framework for modeling and inference in ecological systems based on hierarchical models, with a strict focus on the use of probability models and parametric inference. Hierarchical models represent a paradigm shift in the application of statistics to ecological inference problems because they combine explicit models of ecological system structure or dynamics with models of how ecological systems are observed. The principles of hierarchical modeling are developed and applied to problems in population, metapopulation, community, and metacommunity systems. The book provides the first synthetic treatment of many recent methodological advances in ecological modeling and unifies disparate methods and procedures. The authors apply principles of hierarchical modeling to ecological problems, including * occurrence or occupancy models for estimating species distribution * abundance models based on many sampling protocols, including distance sampling * capture-recapture models with individual effects * spatial capture-recapture models based on camera trapping and related methods * population and metapopulation dynamic models * models of biodiversity, community structure and dynamics

ISBN: 9780123740977

Dimensions: unknown

Weight: 1080g

464 pages