Mixed Effects Models and Extensions in Eco...

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Beschreibung

Building on the successful Analysing Ecological Data (2007) by Zuur, Ieno and Smith, the authors now provide an expanded introduction to using regression and its extensions in analysing ecological data. As with the earlier book, real data sets from postgraduate ecological studies or research projects are used throughout. 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. Data and R code from all chapters are available from [...]

Zusammenfassung

Explains essential statistical tools for the ecologist

Includes detailed case studies describing how to choose the most appropriate analysis

Uses the R statistical program throughout

Includes supplementary material: [...]

Inhaltsverzeichnis

Limitations of linear regression applied on ecological data. - Things are not always linear; additive modelling. - Dealing with hetergeneity. - Mixed modelling for nested data. - Violation of independence - temporal data. - Violation of independence; spatial data. - Generalised linear modelling and generalised additive modelling. - Generalised estimation equations. - GLMM and GAMM. - Estimating trends for Antarctic birds in relation to climate change. - Large-scale impacts of land-use change in a Scottish farming catchment. - Negative binomial GAM and GAMM to analyse amphibian road killings. - Additive mixed modelling applied on deep-sea plagic bioluminescent organisms. - Additive mixed modelling applied on phyoplankton time series data. - Mixed modelling applied on American Fouldbrood affecting honey bees larvae. - Three-way nested data for age determination techniques applied to small cetaceans. - GLMM applied on the spatial distribution of koalas in a fragmented landscape. - GEE and GLMM applied on binomial Badger activity data.

Details

Erscheinungsjahr:	2011
Fachbereich:	Ökologie
Genre:	Biologie
Rubrik:	Naturwissenschaften & Technik
Medium:	Taschenbuch
Seiten:	600
Reihe:	Statistics for Biology and Health
Inhalt:	xxii 574 S.
ISBN-13:	9781441927644
ISBN-10:	1441927646
Sprache:	Englisch
Ausstattung / Beilage:	Paperback
Einband:	Kartoniert / Broschiert
Autor:	Zuur, Alain Ieno, Elena N. Smith, Graham M. Saveliev, Anatoly A. Walker, Neil
Auflage:	Softcover reprint of hardcover 1st ed. 2009
Hersteller:	Springer New York Springer US, New York, N.Y. Statistics for Biology and Health
Maße:	235 x 155 x 33 mm
Von/Mit:	Alain Zuur (u. a.)
Erscheinungsdatum:	06.04.2011
Gewicht:	0,896 kg

preigu-id: 107057812