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Learning Representation for Multi-View Data Analysis: Models and Applications Advanced Information and Knowledge Processing | 1st ed. 2019 edition

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Authors: Zhengming Ding,Handong Zhao,Yun Fu
ISBN:3030007332
ISBN-13: 9783030007331
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Details about Learning Representation for Multi-View Data Analysis: Models and Applications Advanced Information and Knowledge Processing:

This book equips readers to handle complex multi-view data representation, centered around several major visual applications, sharing many tips and insights through a unified learning framework. This framework is able to model most existing multi-view learning and domain adaptation, enriching readers’ understanding from their similarity, and differences based on data organization and problem settings, as well as the research goal.

A comprehensive review exhaustively provides the key recent research on multi-view data analysis, i.e., multi-view clustering, multi-view classification, zero-shot learning, and domain adaption. More practical challenges in multi-view data analysis are discussed including incomplete, unbalanced and large-scale multi-view learning. Learning Representation for Multi-View Data Analysis 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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