{"product_id":"automatic-design-of-decision-tree-induction-algorithms-von-rodrigo-c-barros-andre-c-p-l-f-de-carvalho-alex-a-freitas-und-andre-c-p-l-f-de-carvalho","title":"Automatic Design of Decision-Tree Induction Algorithms","description":"\n                                \n                \u003cp\u003ePresents a detailed study of the major design components that constitute a top-down decision-tree induction algorithm, including aspects such as split criteria, stopping criteria, pruning and the approaches for dealing with missing values. Whereas the strategy still employed nowadays is to use a 'generic' decision-tree induction algorithm regardless of the data, the authors argue on the benefits that a bias-fitting strategy could bring to decision-tree induction, in which the ultimate goal is the automatic generation of a decision-tree induction algorithm tailored to the application domain of interest. For such, they discuss how one can effectively discover the most suitable set of components of decision-tree induction algorithms to deal with a wide variety of applications through the paradigm of evolutionary computation, following the emergence of a novel field called hyper-heuristics.\u003c\/p\u003e\n                                \n                \u003cp\u003e\n                                        \n                    \u003ci\u003e\"Automatic Design of Decision-Tree Induction Algorithms\"\u003c\/i\u003e\n                                         would be highly useful for machine learning and evolutionary computation students and researchers alike.\n                \n                \u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783319142302\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Autorenwelt Shop","offers":[{"title":"Softcover - 9783319142302","offer_id":40590520221789,"sku":"9783319142302","price":58.84,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/73461_efa62e2c-2676-4666-849d-3f425a6ac465.jpg?v=1786680852","url":"https:\/\/shop.autorenwelt.de\/products\/automatic-design-of-decision-tree-induction-algorithms-von-rodrigo-c-barros-andre-c-p-l-f-de-carvalho-alex-a-freitas-und-andre-c-p-l-f-de-carvalho","provider":"Autorenwelt Shop","version":"1.0","type":"link"}