Bringing Bayesian Models to Life is popular PDF and ePub book, written by Mevin B. Hooten in 2019-05-15, it is a fantastic choice for those who relish reading online the Science genre. Let's immerse ourselves in this engaging Science book by exploring the summary and details provided below. Remember, Bringing Bayesian Models to Life can be Read Online from any device for your convenience.
Bringing Bayesian Models to Life Book PDF Summary
Bringing Bayesian Models to Life empowers the reader to extend, enhance, and implement statistical models for ecological and environmental data analysis. We open the black box and show the reader how to connect modern statistical models to computer algorithms. These algorithms allow the user to fit models that answer their scientific questions without needing to rely on automated Bayesian software. We show how to handcraft statistical models that are useful in ecological and environmental science including: linear and generalized linear models, spatial and time series models, occupancy and capture-recapture models, animal movement models, spatio-temporal models, and integrated population-models. Features: R code implementing algorithms to fit Bayesian models using real and simulated data examples. A comprehensive review of statistical models commonly used in ecological and environmental science. Overview of Bayesian computational methods such as importance sampling, MCMC, and HMC. Derivations of the necessary components to construct statistical algorithms from scratch. Bringing Bayesian Models to Life contains a comprehensive treatment of models and associated algorithms for fitting the models to data. We provide detailed and annotated R code in each chapter and apply it to fit each model we present to either real or simulated data for instructional purposes. Our code shows how to create every result and figure in the book so that readers can use and modify it for their own analyses. We provide all code and data in an organized set of directories available at the authors' websites.
Detail Book of Bringing Bayesian Models to Life PDF
- Author : Mevin B. Hooten
- Release : 15 May 2019
- Publisher : CRC Press
- ISBN : 9780429513374
- Genre : Science
- Total Page : 591 pages
- Language : English
- PDF File Size : 15,7 Mb
If you're still pondering over how to secure a PDF or EPUB version of the book Bringing Bayesian Models to Life by Mevin B. Hooten, don't worry! All you have to do is click the 'Get Book' buttons below to kick off your Download or Read Online journey. Just a friendly reminder: we don't upload or host the files ourselves.
