{"product_id":"bayesian-applications-in-environmental-and-ecological-studies-with-r-and-stan-9781032290072","title":"Bayesian Applications in Environmental and Ecological Studies with R and Stan","description":"\u003cp\u003e • Author(s): Song S. Qian\u003cbr\u003e • Publisher: Taylor \u0026amp; Francis\u003cbr\u003e • Publisher Imprint: CRC Press\u003cbr\u003e • BISAC: Probability \u0026amp; Statistics - General\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eModern ecological and environmental sciences are dominated by observational data. As a result, traditional statistical training often leaves scientists ill-prepared for the data analysis tasks they encounter in their work. Bayesian methods provide a more robust and flexible tool for data analysis, as they enable information from different sources to be brought into the modelling process. \u003cstrong\u003eBayesian Applications in Evnironmental and Ecological Studies with R and Stan\u003c\/strong\u003e provides a Bayesian framework for model formulation, parameter estimation, and model evaluation in the context of analyzing environmental and ecological data.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eFeatures: \u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e \u003cli\u003eAn accessible overview of Bayesian methods in environmental and ecological studies\u003c\/li\u003e \u003cli\u003eEmphasizes the hypothetical deductive process, particularly model formulation\u003c\/li\u003e \u003cli\u003eNecessary background material on Bayesian inference and Monte Carlo simulation\u003c\/li\u003e \u003cli\u003eDetailed case studies, covering water quality monitoring and assessment, ecosystem response to urbanization, fisheries ecology, and more\u003c\/li\u003e \u003cli\u003eAdvanced chapter on Bayesian applications, including Bayesian networks and a change point model\u003c\/li\u003e \u003cli\u003eComplete code for all examples, along with the data used in the book, are available via GitHub\u003c\/li\u003e \u003c\/ul\u003e\u003cp\u003eThe book is primarily aimed at graduate students and researchers in the environmental and ecological sciences, as well as environmental management professionals. This is a group of people representing diverse subject matter fields, who could benefit from the potential power and flexibility of Bayesian methods.\u003c\/p\u003e","brand":"Taylor \u0026 Francis","offers":[{"title":"Paperback","offer_id":45243350057111,"sku":"9781032290072","price":4157.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781032290072.webp?v=1769234383","url":"https:\/\/atlanticbooks.com\/products\/bayesian-applications-in-environmental-and-ecological-studies-with-r-and-stan-9781032290072","provider":"Atlantic Books","version":"1.0","type":"link"}