{"product_id":"models-for-ecological-data-9780691121789","title":"Models for Ecological Data","description":"\u003cp\u003eThe environmental sciences are undergoing a revolution in the use of models and data. Facing ecological data sets of unprecedented size and complexity, environmental scientists are struggling to understand and exploit powerful new statistical tools for making sense of ecological processes.\u003cbr\u003e\u003cbr\u003eIn \u003ci\u003eModels for Ecological Data\u003c\/i\u003e, James Clark introduces ecologists to these modern methods in modeling and computation. Assuming only basic courses in calculus and statistics, the text introduces readers to basic maximum likelihood and then works up to more advanced topics in Bayesian modeling and computation. Clark covers both classical statistical approaches and powerful new computational tools and describes how complexity can motivate a shift from classical to Bayesian methods. Through an available lab manual, the book introduces readers to the practical work of data modeling and computation in the language R. Based on a successful course at Duke University and National Science Foundation-funded institutes on hierarchical modeling, \u003ci\u003eModels for Ecological Data\u003c\/i\u003e will enable ecologists and other environmental scientists to develop useful models that make sense of ecological data.\u003cbr\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eConsistent treatment from classical to modern Bayes\u003c\/li\u003e\n\u003cli\u003eUnderlying distribution theory to algorithm development\u003c\/li\u003e\n\u003cli\u003eMany examples and applications\u003c\/li\u003e\n\u003cli\u003eDoes not assume statistical background\u003c\/li\u003e\n\u003cli\u003eExtensive supporting appendixes\u003c\/li\u003e\n\u003cli\u003eLab manual in R is available separately\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"James S. Clark","offers":[{"title":"Default Title","offer_id":42955790450806,"sku":"9780691121789","price":120.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0671\/1374\/6550\/files\/CoreSourceHub_450d0186-0bbb-475e-8b9c-cca3366c6b9a.jpg?v=1767699084","url":"https:\/\/ingramacademic.com\/products\/models-for-ecological-data-9780691121789","provider":"Ingram Academic \u0026 Professional","version":"1.0","type":"link"}