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ZHOU Yang (周阳)

Postdoc in Machine Learning

National University of Singapore

Biography

I am currently a Postdoc at the Department of Computer Science, National University of Singapore working with Prof. Wee Sun LEE . I obtained my Ph. D. degree in computer science at Hong Kong Baptist University under the supervision of Prof. Yiu-ming CHEUNG , and received the M. E. degree in Computer Technology supervised by Prof. Shiliang SUN from East China Normal University .

I am interested in understanding machine and human intelligence, as well as applying machine learning methods to data analysis, in computer vision, natural language processing, and many other related fields.

Interests

  • Knowledge Graph Embedding
  • Tensor Decomposition
  • Probabilistic Models and Inference Methods

Education

  • PhD in Computer Science, 2019

    Hong Kong Baptist University

  • MEng in Computer Technology, 2015

    East China Normal University

  • BSc in Computer Science, 2012

    Tianjin University of Technology

Publications

Yang Zhou, Yiu-ming Cheung . Probabilistic Rank-One Discriminant Analysis via Collective and Individual Variation Modeling. TCYB, 2019.

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Yang Zhou, Yiu-ming Cheung . Bayesian Low-Tubal-Rank Robust Tensor Factorization with Multi-Rank Determination. TPAMI, 2019.

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Yang Zhou, Haiping Lu, Yiu-ming Cheung . Probabilistic Rank-One Tensor Analysis With Concurrent Regularizations. TCYB, 2019.

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Yang Zhou, Haiping Lu, Yiu-ming Cheung . Bilinear Probabilistic Canonical Correlation Analysis via Hybrid Concatenations. AAAI, 2017.

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Yang Zhou, Haiping Lu . Probabilistic Rank-One Matrix Analysis with Concurrent Regularization. IJCAI, 2016.

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Yang Zhou, Shiliang Sun . Manifold Partition Discriminant Analysis. TCYB, 2016.

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Yang Zhou, Shiliang Sun . Semisupervised Tangent Space Discriminant Analysis. Mathematical Problems in Engineering, 2015.

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Yang Zhou, Shiliang Sun . Local Tangent Space Discriminant Analysis. NPL, 2015.

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