{"product_id":"bayesian-networks-an-introduction-9780470743041","title":"Bayesian Networks: An Introduction","description":"\u003cp\u003e • Author(s): Timo Koski\u003cbr\u003e • Publisher: Wiley\u003cbr\u003e • Publisher Imprint: Wiley\u003cbr\u003e • BISAC: Probability \u0026amp; Statistics - Bayesian Analysis\u003c\/p\u003e\u003cp\u003e\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.  \u003c\/p\u003e\u003cp\u003eFeatures include:\u003c\/p\u003e \u003cul type=\"disc\"\u003e *An introduction to Dirichlet Distribution, Exponential Families and their applications. *A detailed description of learning algorithms and Conditional Gaussian Distributions using Junction Tree methods. *A discussion of Pearl's intervention calculus, with an introduction to the notion of see and do conditioning. *All concepts are clearly defined and illustrated with examples and exercises. Solutions are provided online.  \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\n\u003c\/ul\u003e","brand":"Wiley","offers":[{"title":"Hardcover","offer_id":45201840013463,"sku":"9780470743041","price":7375.0,"currency_code":"INR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9780470743041.webp?v=1767668061","url":"https:\/\/atlanticbooks.com\/products\/bayesian-networks-an-introduction-9780470743041","provider":"Atlantic Books","version":"1.0","type":"link"}