{"product_id":"case-based-predictions-an-axiomatic-approach-to-prediction-classification-and-statistical-learning","title":"Case-based Predictions: An Axiomatic Approach To Prediction, Classification And Statistical Learning","description":"The book presents an axiomatic approach to the problems of prediction, classification, and statistical learning. Using methodologies from axiomatic decision theory, and, in particular, the authors' case-based decision theory, the present studies attempt to ask what inductive conclusions can be derived from existing databases. It is shown that simple consistency rules lead to similarity-weighted aggregation, akin to kernel-based methods. It is suggested that the similarity function be estimated from the data. The incorporation of rule-based reasoning is discussed.","brand":"World Scientific Publishing Co Pte Ltd","offers":[{"title":"Default Title","offer_id":54234163544408,"sku":"9789814366175","price":126.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0278\/1295\/4195\/files\/9789814366175_a25c387c-10d7-405f-8fb8-9b2253483853.jpg?v=1777246229","url":"https:\/\/agendabookshop.com\/products\/case-based-predictions-an-axiomatic-approach-to-prediction-classification-and-statistical-learning","provider":"Agenda Bookshop","version":"1.0","type":"link"}