Titre : | Mixed effects models and extensions in ecology with R |
Auteurs : | Alain F. Zuur ; Elena N. Ieno ; Neil J. Walker |
Type de document : | Livre |
Editeur : | NEW-YORK : SPRINGER, 2009 |
Collection : | Statistics for biology and health, ISSN 2197-5663 |
ISBN/ISSN/EAN : | 978-0-387-87457-9 (rel.) |
Format : | 1 vol. (XXII-574 p.) |
Note générale : | Bibliogr. p. 553-561. Index |
Langues: | Anglais |
Concepts : |
ECOLOGIE
MATHEMATIQUES LOGICIEL |
Index. décimale : | 577.015 |
Résumé : | Résumé : The first part of the book is a largely non-mathematical introduction to linear mixed effects modelling, GLM and GAM, zero inflated models, GEE, GLMM and GAMM. The second part provides ten case studies that range from koalas to deep sea research. These chapters provide an invaluable insight into analysing complex ecological datasets, including comparisons of different approaches to the same problem. By matching ecological questions and data structure to a case study, these chapters provide an excellent starting point to analysing your own data.Sommaire : P. 1. IntroductionP. 11. Limitations of linear regression applied on ecological dataP. 35. Things are not always linear : additive modelingP. 71. Dealing with heterogeneityP. 101. Mixed effects modeling for nested dataP. 143. Violation of independence. Part 1P. 161. Violation of independence. Part 2P. 193. Meet the exponential familyP. 209. GLM and GAM for count dataP. 245. GLM and GAM for absence-presence and proportional dataP. 261. Zero-truncated and zero-inflated models for count dataP. 295. Generalised estimation equationsP. 323. GLMM and GAMMP. 343. Estimating trends for Antarctic birds in relation to climate change / A.F. Zuur ... [et al.]P. 363. Large scale impacts of land-use change in a Scottish farming catchment / A.F. Zuur ... [et al.]P. 383. Negative binomial GAM and GAMM to analyse amphibian roadkills / A.F. Zuur ... [et al.]P. 399. Additive mixed modelling applied on deep-sea pelagic bioluminescent organisms / A.F. Zuur ... [et al.]P. 423. Additive mixed modelling applied on phytoplankton time series data / A.F. Zuur ... [et al.]P. 447. Mixed effects modelling applied on American foulbrood affecting honey bees larvae / A.F. Zuur ... [et al.]P. 459. Three-way nested data for age determination techniques applied to cetaceans / E.N. Ieno ... [et al.]P. 469. GLMM applied on the spatial distribution of koalas in a fragmented landscape / J.R. Rhodes ... [et al.]P. 493. A comparison of GLM, GEE, and GLMM applied to badger activity data / N.J. Walker ... [et al.]P. 503. Incorporating temporal correlation in seal abundance data with MCMC / A.A. Saveliev ... [et al.]P. 531. Required pre-knowledge : a linear regression and additive modelling example |
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Cote | Support | Section | Disponibilité |
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577.015 ZUU | Livre | N - Nature | En prêt permanent Sorti jusqu'au 09/08/2050 |