{"product_id":"9781119964957","title":"Bayesian Networks: An Introduction","description":"\u003ci\u003eBayesian Networks: An Introduction\u003c\/i\u003e provides a self-contained introduction to the theory and applications of Bayesian networks, a topic of interest and importance for statisticians, computer scientists and those involved in modelling complex data sets. The material has been extensively tested in classroom teaching and assumes a basic knowledge of probability, statistics and mathematics. All notions are carefully explained and feature exercises throughout. \u003cp\u003eFeatures include:\u003c\/p\u003e \u003cul\u003e \u003cli\u003eAn introduction to Dirichlet Distribution, Exponential Families and their applications.\u003c\/li\u003e \u003cli\u003eA detailed description of learning algorithms and Conditional Gaussian Distributions using Junction Tree methods.\u003c\/li\u003e \u003cli\u003eA discussion of Pearl's intervention calculus, with an introduction to the notion of see and do conditioning.\u003c\/li\u003e \u003cli\u003eAll concepts are clearly defined and illustrated with examples and exercises. Solutions are provided online.\u003c\/li\u003e \u003c\/ul\u003e \u003cp\u003eThis book will prove a valuable resource for postgraduate students of statistics, computer engineering, mathematics, data mining, artificial intelligence, and biology.\u003c\/p\u003e \u003cp\u003eResearchers and users of comparable modelling or statistical techniques such as neural networks will also find this book of interest.\u003c\/p\u003e","brand":"Wiley","offers":[{"title":"Default Title","offer_id":47073525694704,"sku":"9781119964957","price":109.95,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0737\/7593\/9824\/files\/9781119964957_p0.jpg?v=1763697896","url":"https:\/\/shop-qa.barnesandnoble.com\/products\/9781119964957","provider":"Barnes \u0026 Noble (DEV)","version":"1.0","type":"link"}