{"product_id":"9781586035624","title":"Meta-Learning: Strategies, Implementations, and Evaluations for Algorithm Selection: Volume 91 Dissertation in Artificial Intelligence","description":"\u003cp\u003eData analysis via supervised learning tasks is among the most common data mining techniques. The objective of meta-learning is to generate a user-supporting system for selection of the most appropriate supervised learning algorithms for such tasks. The meta-learning framework is usually based upon a classification on the meta-level often disregarding a large amount of information gained during the induction process. The performance of supervised learning algorithms is also clearly dependent on the quality of the data. And, considering only a small subset of meta-attributes may significantly reduce both the time and effort applied for the corresponding measurement process. In this book, the extent to which the issues above impact the performance of a meta-learning system is evaluated and solutions for remedying the difficulties observed are presented. In particular, the accuracies of the base learners are predicted, thus avoiding the rigid decision on a single-best learner. Subsequently, the severity of data quality issues is investigated.\u003cbr\u003e\u003cbr\u003eIOS Press is an international science, technical and medical publisher of high-quality books for academics, scientists, and professionals in all fields.\u003cbr\u003e\u003cbr\u003eSome of the areas we publish in:\u003cbr\u003e\u003cbr\u003e• Biomedicine\u003cbr\u003e• Oncology\u003cbr\u003e• Artificial intelligence\u003cbr\u003e• Databases and information systems\u003cbr\u003e• Maritime engineering\u003cbr\u003e• Nanotechnology\u003cbr\u003e• Geoengineering\u003cbr\u003e• All aspects of physics\u003cbr\u003e• E-governance\u003cbr\u003e• E-commerce\u003cbr\u003e• The knowledge economy\u003cbr\u003e• Urban studies\u003cbr\u003e• Arms control\u003cbr\u003e• Understanding and responding to terrorism\u003cbr\u003e• Medical informatics\u003cbr\u003e• Computer Sciences\u003c\/p\u003e","brand":"IOS Press, Incorporated","offers":[{"title":"Default Title","offer_id":49787630223600,"sku":"9781586035624","price":80.0,"currency_code":"USD","in_stock":true}],"url":"https:\/\/shop-qa.barnesandnoble.com\/products\/9781586035624","provider":"Barnes \u0026 Noble (DEV)","version":"1.0","type":"link"}