{"product_id":"bayesian-models-by-mevin-b-hooten-9780691250120","title":"Bayesian Models","description":"\u003cdiv class=\"book-description\"\u003e\n\u003cp\u003e\u003cstrong\u003eA fully updated and expanded edition of the essential primer on Bayesian modelling for ecologists\u003c\/strong\u003e\u003c\/p\u003e\n\n\u003cp\u003eUniquely suited to deal with complexity in a statistically coherent way, Bayesian modelling has become an indispensable tool for ecological research. This book teaches the basic principles of mathematics and statistics needed to apply Bayesian models to the analysis of ecological data, using language non-statisticians can understand. Deemphasising computer coding in favour of a clear treatment of model building, it starts with a definition of probability and proceeds step-by-step through distribution theory, likelihood, simple Bayesian models, and hierarchical Bayesian models. Now revised and expanded, \u003ci\u003eBayesian Models\u003c\/i\u003e enables students and practitioners to gain new insights from ecological models and data properly tempered by uncertainty.\u003c\/p\u003e\n\n\u003cul\u003e\n    \u003cli\u003eCovers the basic rules of probability needed to model diverse types of ecological data in the Bayesian framework.\u003c\/li\u003e\n    \u003cli\u003eShows how to write proper mathematical expressions for posterior distributions using directed acyclic graphs as templates.\u003c\/li\u003e\n    \u003cli\u003eExplains how to use the powerful Markov chain Monte Carlo algorithm to find posterior distributions of model parameters, latent states, and missing data.\u003c\/li\u003e\n    \u003cli\u003eTeaches how to check models to ensure they meet the assumptions of model-based inference.\u003c\/li\u003e\n    \u003cli\u003eDemonstrates how to make inferences from single and multiple Bayesian models.\u003c\/li\u003e\n    \u003cli\u003eProvides worked problems for practising and strengthening modelling skills.\u003c\/li\u003e\n    \u003cli\u003eFeatures new chapters on spatial models and modelling missing data.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"NewSouth Books","offers":[{"title":"Default Title","offer_id":46997930705132,"sku":"9780691250120","price":125.0,"currency_code":"NZD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0705\/7784\/8556\/files\/2488343482434.jpg?v=1763198825","url":"https:\/\/bookhero.pro\/products\/bayesian-models-by-mevin-b-hooten-9780691250120","provider":"Book Hero","version":"1.0","type":"link"}