{"product_id":"9789819917921","title":"Learning with the Minimum Description Length Principle","description":"\u003ch1\u003eLearning with the Minimum Description Length Principle\u003c\/h1\u003e \u003ch2\u003eYamanishi, Kenji\u003c\/h2\u003e \u003cp\u003eThis book introduces readers to the minimum description length (MDL) principle and its applications in learning. The MDL is a fundamental principle for inductive inference, which is used in many applications including statistical modeling, pattern recognition and machine learning. At its core, the MDL is based on the premise that “the shortest code length leads to the best strategy for learning anything from data.” The MDL provides a broad and unifying view of statistical inferences such as estimation, prediction and testing and, of course, machine learning.\u003c\/p\u003e\u003cp\u003eThe content covers the theoretical foundations of the MDL and broad practical areas such as detecting changes and anomalies, problems involving latent variable models, and high dimensional statistical inference, among others. The book offers an easy-to-follow guide to the MDL principle, together with other information criteria, explaining the differences between their standpoints. \u003c\/p\u003e\n\nWritten in a systematic, concise and comprehensive style, this book is suitable for researchers and graduate students of machine learning, statistics, information theory and computer science.\u003cp\u003e\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2024-09-16\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9789819917921\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-981-99-1790-7\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 339\u003c\/p\u003e ","brand":"Springer Nature Singapore","offers":[{"title":"Default Title","offer_id":44523142774924,"sku":"9789819917921","price":125.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9789819917921.jpg?v=1778005351","url":"https:\/\/lateknightbooks.com\/products\/9789819917921","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}