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Robust Representation for Data Analytics: Models and Applications - Yun Fu,Sheng Li

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2017-08-29
144,13 € 221,74 €

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This 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 dictiona ... Visas aprašymas

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This 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. Leveraging 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. Robust Representations for Data Analytics 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.

Daugiau informacijos

Autorius Yun Fu, Sheng Li
Leidėjas Springer Nature Switzerland
Series Advanced Information and Knowledge Processing
Išleidimo metai 2017
Viršelio tipas Kieti viršeliai
EAN 9783319601755
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144,13 € 221,74 €