{"product_id":"9781848212039","title":"Semi-Supervised and Unsupervised Machine Learning Novel Strategies","description":"\u003ch1\u003eSemi-Supervised and Unsupervised Machine Learning\u003c\/h1\u003e\u003ch2\u003eNovel Strategies\u003c\/h2\u003e\u003ch3\u003eAmparo Albalate | Wolfgang Minker\u003c\/h3\u003e\u003cdiv\u003e\u003cb\u003eTechnology \u0026amp; Engineering \/ Electronics \/ General\u003c\/b\u003e\u003c\/div\u003e\u003cbr\u003e\u003cdiv\u003e\u003cp\u003eThis book provides a detailed and up-to-date overview on classification and data mining methods. The first part is focused on supervised classification algorithms and their applications, including recent research on the combination of classifiers. The second part deals with unsupervised data mining and knowledge discovery, with special attention to text mining. Discovering the underlying structure on a data set has been a key research topic associated to unsupervised techniques with multiple applications and challenges, from web-content mining to the inference of cancer subtypes in genomic microarray data. Among those, the book focuses on a new application for dialog systems which can be thereby made adaptable and portable to different domains. Clustering evaluation metrics and new approaches, such as the ensembles of clustering algorithms, are also described.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e \u003cp\u003e\u003cb\u003eAmparo Albalate\u003c\/b\u003e is a research assistant at the University of Ulm, Institute of Information Technology, Germany, pursuing her PhD on statistical language understanding for Spoken Language Dialog Systems.\u003c\/p\u003e \u003cp\u003e\u003cb\u003eWolfgang Minker\u003c\/b\u003e is Professor at the University of Ulm, Institute of Information Technology, Germany.\u003c\/p\u003e\n\u003c\/div\u003e\u003cbr\u003e\u003ctable\u003e\n\u003ctr\u003e\n\u003ctd\u003ePublication Date: \u003c\/td\u003e\n\u003ctd\u003e18 January 2011\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePublisher: \u003c\/td\u003e\n\u003ctd\u003eWiley\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eImprint: \u003c\/td\u003e\n\u003ctd\u003eWiley-ISTE\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eISBN-13: \u003c\/td\u003e\n\u003ctd\u003e9781848212039\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eFormat: \u003c\/td\u003e\n\u003ctd\u003eHardback\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePage Count: \u003c\/td\u003e\n\u003ctd\u003e320\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eWeight (oz): \u003c\/td\u003e\n\u003ctd\u003e17.92\u003c\/td\u003e\n\u003c\/tr\u003e\n\u003c\/table\u003e","brand":"Wiley","offers":[{"title":"Default Title","offer_id":44379761606796,"sku":"9781848212039","price":160.16,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9781848212039_871fe29b-b01f-4fcf-b678-37019874af15.jpg?v=1780165995","url":"https:\/\/lateknightbooks.com\/products\/9781848212039","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}