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portada Robust Representation for Data Analytics: Models and Applications
Type
Physical Book
Author
Publisher
Language
English
Pages
224
Format
Paperback
ISBN13
9783319867960
Categories

Robust Representation for Data Analytics: Models and Applications

Sheng Li (Author) · Yun Fu (Author) · Springer · Paperback

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

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Synopsis "Robust Representation for Data Analytics: Models and Applications"

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.

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