Hierarchical Modelling for the Environmental Sciences

'...if you are already quite well acquainted with Bayesian concepts and terminology then this book should provide an excellent guide to the application of these advanced statistical techniques within ecology.' Justin Travis, Bulletin of the British Ecological Society 2007 38:1

• Preface; PART I. INTRODUCTION TO HIERARCHICAL MODELING; 1. Elements of hierarchical Bayesian influence; 2. Bayesian hierarchical models in geographical genetics; PART II. HIERARCHICAL MODELS IN EXPERIMENTAL SETTINGS; 3. Synthesizing ecological experiments and observational data with hierarchical Bayes; 4. Effects of global change on inflorescence production: a Bayesian hierarchical analysis; PART III. SPATIAL MODELING; 5. Building statistical models to analyse species distributions; 6. Implications of vulnerability to hurricane damage for long-term survival of tropical tree species: a Bayesian hierarchical analysis; PART IV. SPATIO-TEMPORAL MODELING; 7. Spatial temporal statistical modeling and prediction of environmental processes; 8. Hierarchical Bayesian spatio-temporal models for population spread; 9. Spatial models for the distribution of extremes; References; Index