{"product_id":"bayesian-artificial-intelligence-1","title":"Bayesian Artificial Intelligence","description":"\u003cp\u003eUpdated and expanded, \u003cstrong\u003eBayesian Artificial Intelligence, Second Edition\u003c\/strong\u003e provides a practical and accessible introduction to the main concepts, foundation, and applications of Bayesian networks. It focuses on both the causal discovery of networks and Bayesian inference procedures. Adopting a causal interpretation of Bayesian networks, the authors discuss the use of Bayesian networks for causal modeling. They also draw on their own applied research to illustrate various applications of the technology.\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eNew to the Second Edition\u003c\/strong\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e \u003c\/p\u003e \u003c\/li\u003e\n\u003cli\u003eNew chapter on Bayesian network classifiers\u003c\/li\u003e\n\u003cli\u003eNew section on object-oriented Bayesian networks\u003c\/li\u003e\n\u003cli\u003eNew section that addresses foundational problems with causal discovery and Markov blanket discovery\u003c\/li\u003e\n\u003cli\u003eNew section that covers methods of evaluating causal discovery programs\u003c\/li\u003e\n\u003cli\u003eDiscussions of many common modeling errors\u003c\/li\u003e\n\u003cli\u003eNew applications and case studies\u003c\/li\u003e\n\u003cli\u003eMore coverage on the uses of causal interventions to understand and reason with causal Bayesian networks\u003c\/li\u003e\n\u003c\/ul\u003e\u003cp\u003eIllustrated with real case studies, the second edition of this bestseller continues to cover the groundwork of Bayesian networks. It presents the elements of Bayesian network technology, automated causal discovery, and learning probabilities from data and shows how to employ these technologies to develop probabilistic expert systems.\u003c\/p\u003e\u003cp\u003e\u003cem\u003eWeb Resource\u003c\/em\u003e\u003cbr\u003eThe book’s website at www.csse.monash.edu.au\/bai\/book\/book.html offers a variety of supplemental materials, including example Bayesian networks and data sets. Instructors can email the authors for sample solutions to many of the problems in the text.\u003c\/p\u003e","brand":"Taylor \u0026 Francis Inc","offers":[{"title":"Default Title","offer_id":54255282323800,"sku":"9781439815915","price":192.2,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0278\/1295\/4195\/files\/9781439815915.jpg?v=1779169557","url":"https:\/\/agendabookshop.com\/products\/bayesian-artificial-intelligence-1","provider":"Agenda Bookshop","version":"1.0","type":"link"}