{"product_id":"9781461364054","title":"Multistrategy Learning: A Special Issue of MACHINE LEARNING","description":"\u003ch1\u003eMultistrategy Learning: A Special Issue of MACHINE LEARNING\u003c\/h1\u003e \u003ch2\u003eMichalski, Ryszard S.\u003c\/h2\u003e \u003cp\u003eMost machine learning research has been concerned with the  development of systems that implememnt one type of inference within a  single representational paradigm. Such systems, which can be called  \u003cem\u003emonostrategy\u003c\/em\u003e learning systems, include those for empirical  induction of decision trees or rules, explanation-based  generalization, neural net learning from examples, genetic  algorithm-based learning, and others. Monostrategy learning systems  can be very effective and useful if learning problems to which they  are applied are sufficiently narrowly defined.\u003cbr\u003e  Many real-world applications, however, pose learning problems that go  beyond the capability of monostrategy learning methods. In view of  this, recent years have witnessed a growing interest in developing  \u003cem\u003em\u003c\/em\u003e\u003cem\u003eultistrategy systems\u003c\/em\u003e, which integrate two or more  inference types and\/or paradigms within one learning system. Such  multistrategy systems take advantage of the complementarity of  different inference types or representational mechanisms. Therefore,  they have a potential to be more versatile and more powerful than  monostrategy systems. On the other hand, due to their greater  complexity, their development is significantly more difficult and  represents a new great challenge to the machine learning  community.\u003cbr\u003e  \u003cem\u003eMultistrategy Learning\u003c\/em\u003e contains contributions characteristic of  the current research in this area.\u003cbr\u003e\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2012-10-08\u003c\/p\u003e \u003cp\u003eFormat: Paperback\u003c\/p\u003e \u003cp\u003eISBN-13: 9781461364054\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-1-4615-3202-6\u003c\/p\u003e \u003cp\u003eDimensions: 235.0cm x155.0cm\u003c\/p\u003e \u003cp\u003ePages: 155.0\u003c\/p\u003e ","brand":"Springer US","offers":[{"title":"Default Title","offer_id":44398546256012,"sku":"9781461364054","price":197.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9781461364054.jpg?v=1767147356","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9781461364054","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}