{"product_id":"learning-in-graphical-models-von-m-i-jordan-hrsg","title":"Learning in Graphical Models","description":"In the past decade, a number of different research communities  within the computational sciences have studied learning in networks,  starting from a number of different points of view. There has been  substantial progress in these different communities and surprising  convergence has developed between the formalisms. The awareness of  this convergence and the growing interest of researchers in  understanding the essential unity of the subject underlies the current  volume. \u003cbr\u003e  Two research communities which have used graphical or network  formalisms to particular advantage are the \u003cem\u003ebelief network\u003c\/em\u003e  community and the \u003cem\u003eneural network\u003c\/em\u003e community. Belief networks  arose within computer science and statistics and were developed with  an emphasis on prior knowledge and exact probabilistic calculations.  Neural networks arose within electrical engineering, physics and  neuroscience and have emphasised pattern recognition and systems  modelling problems. This volume draws together researchers from these  two communities and presents both kinds of networks as instances of a  general unified graphical formalism. The book focuses on probabilistic  methods for learning and inference in graphical models, algorithm  analysis and design, theory and applications. Exact methods, sampling  methods and variational methods are discussed in detail. \u003cbr\u003e  \u003cem\u003eAudience:\u003c\/em\u003e A wide cross-section of computationally oriented  researchers, including computer scientists, statisticians, electrical  engineers, physicists and neuroscientists.\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9780792350170\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9789401061049\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Hardcover - 9780792350170","offer_id":50709725126,"sku":"9780792350170","price":353.09,"currency_code":"EUR","in_stock":true},{"title":"Softcover - 9789401061049","offer_id":39415569973341,"sku":"9789401061049","price":353.09,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/23cd5036-558a-43aa-be8d-93abacf49351.jpg?v=1754116721","url":"https:\/\/shop.autorenwelt.de\/products\/learning-in-graphical-models-von-m-i-jordan-hrsg","provider":"Autorenwelt Shop","version":"1.0","type":"link"}