De som köpt den här boken har ofta också köpt The Anthropocene Reviewed av John Green (häftad).
Köp båda 2 för 2169 krPeter J. Green Professor of Statistics, University of Bristol
Introduction; 1. Some modern applications of graphical models; Analysing social science data with graphical Markov models; Analysis of DNA mixtures using Bayesian networks; 2. Causal inference using influence diagrams: the problem of partial compliance; Commentary: causality and statistics; Semantics of causal DAG models and the identification of direct and indirect effects; 3. Causal inference via ancestral graph models; Other approaches to description of conditional independence structures; On ancestral graph Markov models; 4. Causality and graphical models in times series analysis; Graphical models for stochastic processes; Discussion of Causality and graphical models in times series analysis; 5. Linking theory and practice of MCMC; Advances in MCMC: a discussion; On some current research in MCMC; 6. Trans-dimensional Markov chain Monte Carlo; Proposal densities and product space methods; Trans-dimensional Bayesian nonparametrics with spatial point processes; 7. Particle filtering methods for dynamic and static Bayesian problems; Some further topics on Monte Carlo methods for dynamic Bayesian problems; General principles in sequential Monte Carlo methods; 8. Spatial models in epidemiological applications; Some remarks on Gaussian Markov random field models; A compariosn of spatial point process models in epidemiological applications; 9. Spatial hierarchical Bayesian modeld in ecological applications; Likelihood analysis of binary data in space and time; Some further aspects of spatio-temporal modelling; 10. Advances in Bayesian image analysis; Probabilistic image modelling; Prospects in Bayesian image analysis; 11. Preventing epidemics in heterogeneous environments; MCMC methods for stochastic epidemic models; Towards Bayesian inference in epidemic models; 12. Genetic linkage analysis using Markov chain Monte Carlo techniques; Graphical models for mapping continuous traits; Statistical approaches to Genetic Mapping; 13. The genealogy of neutral mutation; Linked versus unlinked DNA data - a comparison based on ancestral inference; The age of a rare mutation; 14. HSSS model criticism; What 'base' distribution for model criticism?; Some comments on model criticism; 15. Topics in nonparametric Bayesian statistics; Asymptotics of Nonparametirc Posteriors; A predictive point of view on Bayesian nonparametrics