{"product_id":"9783319601755","title":"Advanced Information and Knowledge Processing: Models and Applications","description":"\u003ch1\u003eAdvanced Information and Knowledge Processing: Models and Applications\u003c\/h1\u003e \u003ch2\u003eLi, Sheng; Fu, Yun\u003c\/h2\u003e \u003cp\u003eThis book introduces the concepts and models of robust representation learning, and provides a set of solutions to deal with real-world data analytics tasks, such as clustering, classification, time series modeling, outlier detection, collaborative filtering, community detection, etc. Three types of robust feature representations are developed, which extend the understanding of graph, subspace, and dictionary.\u003c\/p\u003e\u003cp\u003eLeveraging the theory of low-rank and sparse modeling, the authors develop robust feature representations under various learning paradigms, including unsupervised learning, supervised learning, semi-supervised learning, multi-view learning, transfer learning, and deep learning. \u003ci\u003eRobust Representations for Data Analytics\u003c\/i\u003e covers a wide range of applications in the research fields of big data, human-centered computing, pattern recognition, digital marketing, web mining, and computer vision.\u003c\/p\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2017-08-29\u003c\/p\u003e \u003cp\u003eFormat: Hardcover\u003c\/p\u003e \u003cp\u003eISBN-13: 9783319601755\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-319-60176-2\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 224\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":45379126034572,"sku":"9783319601755","price":116.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783319601755.jpg?v=1776434487","url":"https:\/\/fh90cf-fv.myshopify.com\/products\/9783319601755","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}