Statistical Approaches for Hidden Variables in Ecology

Name: Statistical Approaches for Hidden Variables in Ecology
Brand: ISTE Ltd
SKU: 9781789450477
Price: 905.43 RON
Availability: InStock

Autor: Nathalie Peyrard, Olivier Gimenez

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Legare: Copertă tare

Editura: ISTE Ltd

Disponibilitate: În depozitul extern

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905.43 lei

The study of ecological systems is often impeded by components that escape perfect observation, such...

Informații despre carte

Autor

Nathalie Peyrard, Olivier Gimenez

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2022

Pagini

256

EAN

9781789450477

ISBN

1789450470

Enbook ID

38626926

Editura

ISTE Ltd

Greutate

468

Dimensiuni

156 x 234 x 15

Descriere completă

The study of ecological systems is often impeded by components that escape perfect observation, such as the trajectories of moving animals or the status of plant seed banks. These hidden components can be efficiently handled with statistical modeling by using hidden variables, which are often called latent variables. Notably, the hidden variables framework enables us to model an underlying interaction structure between variables (including random effects in regression models) and perform data clustering, which are useful tools in the analysis of ecological data.This book provides an introduction to hidden variables in ecology, through recent works on statistical modeling as well as on estimation in models with latent variables. All models are illustrated with ecological examples involving different types of latent variables at different scales of organization, from individuals to ecosystems. Readers have access to the data and R codes to facilitate understanding of the model and to adapt inference tools to their own data.

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