A Survey of Multi-View Representation Learning

Recently, multi-view representation learning has become a rapidly growing direction in machine learning and data mining areas. This paper introduces two categories for multi-view representation learning: multi-view representation alignment and multi-view representation fusion. Consequently, we first...

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Veröffentlicht in:	IEEE transactions on knowledge and data engineering Jg. 31; H. 10; S. 1863 - 1883
Hauptverfasser:	Li, Yingming, Yang, Ming, Zhang, Zhongfei
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	New York IEEE 01.10.2019 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Schlagworte:	Alignment Artificial neural networks canonical correlation analysis Correlation Correlation analysis Data mining Data models Kernel Learning systems Machine learning Markov processes Markov random fields multi-view deep learning Multi-view representation learning Neural networks Recurrent neural networks Representations
ISSN:	1041-4347, 1558-2191
Online-Zugang:	Volltext
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