Beginner's Guide to Spatial, Temporal and Spatial-Temporal Ecological Data Analysis with R-INLA, Volume 2
This title consists of two volumes. Volume 2 explains how to apply zero-inflated models and generalised additive (mixed-effects) models to spatial and spatial-temporal data, which is typical of the messy, real-world data obtained by biologists. After explaining how to deal with zero-inflated data, the authors introduce so-called zero-inflated Poisson (ZIP) models, zero-inflated negative binomial (ZINB) models, zero-altered Poisson (ZAP) models and zero-altered negative binomial (ZINB) models, and then extend all these to models with spatial correlation. Examples of datasets analysed include begging behaviour of owl nestlings, sandeel count data, zero-inflated bird densities sampled in the Labrador Sea, coral reef data sampled around an island, and aggregated tornado data in 102 counties in Illinois.
| Pm Supplier | Highland Statistics Ltd |
|---|---|
| Pm Publisher | Highland Statistics Ltd. |
| Pm Isbn 10 | 0957174144 |
| Pm Isbn 13 | 9780957174146 |
| Pm Publication Date | 2018-09-30 |
| Pm Author | Zuur,Alain F, Ieno,Elena N |
| Pm Longness | 0 |
- GAM and Zero-Inflated Models
- Key Info: colour & b/w illustrations, tables
- Author: Zuur,Alain F, Ieno,Elena N
- Page Count: 353
- Publication Date: 2018-09-30
Beginner's Guide to Spatial, Temporal and Spatial-Temporal Ecological Data Analysis with R-INLA, Volume 2
- GAM and Zero-Inflated Models
- Key Info: colour & b/w illustrations, tables
- Author: Zuur,Alain F, Ieno,Elena N
- Page Count: 353
- Publication Date: 2018-09-30
