{"product_id":"multi-objective-machine-learning-von-yaochu-jin-hrsg","title":"Multi-Objective Machine Learning","description":"\n                                \n                \u003cp\u003eRecently, increasing interest has been shown in applying the concept of Pareto-optimality to machine learning, particularly inspired by the successful developments in evolutionary multi-objective optimization. It has been shown that the multi-objective approach to machine learning is particularly successful to improve the performance of the traditional single objective machine learning methods, to generate highly diverse multiple Pareto-optimal models for constructing ensembles models and, and to achieve a desired trade-off between accuracy and interpretability of neural networks or fuzzy systems. This monograph presents a selected collection of research work on multi-objective approach to machine learning, including multi-objective feature selection, multi-objective model selection in training multi-layer perceptrons, radial-basis-function networks, support vector machines, decision trees, and intelligent systems. \u003c\/p\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9783642067969\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9783642067969","offer_id":39428463657053,"sku":"9783642067969","price":213.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/6414498c-46b5-40b7-a724-2584a866fef6.jpg?v=1774679581","url":"https:\/\/shop.autorenwelt.de\/products\/multi-objective-machine-learning-von-yaochu-jin-hrsg","provider":"Autorenwelt Shop","version":"1.0","type":"link"}