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Pan Zhou

pzhou AT u.nus.edu

Ph.D. candidate

National University of Singapore

Personal Site

Biography

I am currently a Ph.D. candidate at National University of Singapore (NUS), fortunately advised by Dr. Jiashi Feng and Dr. Shuicheng Yan. Before studying in NUS, I graduated from Peking University (PKU) in 2016 and during this period of time, I was fortunately directed by Dr. Zhouchen Lin and Dr. Chao Zhang.

Interests

  • Deep Learning Theory and Applications
  • Convex and Nonconvex Optimization
  • Compressed Sensing

Education

  • Ph.D. in Electrical and Computer Engineering, 2016-present

    National University of Singapore

  • MSc in Computer Engineering, 2013-2016

    Peking University

  • BSc in Computer Science, 2009-2013

    China University of Geosciences

Publications @ZERO Lab

Dictionary Learning with Structured Noise. Neurocomputing, 2018.

We propose a novel dictionary learning with structured noise (DLSN) method for handling noisy data. We decompose the original data into …
Pan Zhou , Fang Cong , Zhouchen Lin , Chao Zhang , Edward Chang
PDF

Tensor Factorization for Low-Rank Tensor Completion. TIP, 2018.

We propose a novel low-rank tensor factorization method for efficiently solving the 3-way tensor completion problem.
Pan Zhou , Canyi Lu , Zhouchen Lin , Chao Zhang
PDF Source Document

Bilevel Model Based Discriminative Dictionary Learning for Recognition. TIP, 2017.

We present a novel bilevel model-based discriminative dictionary learning method for recognition tasks.
Pan Zhou , Chao Zhang , Zhouchen Lin
PDF

Feature Learning via Partial Differential Equation with Applications to Face Recognition. PR, 2017.

We propose a novel Partial Differential Equation (PDE) based method for feature learning. The feature learned by our PDE is …
PDF Code

Integrated Low Rank Based Discriminative Feature Learning for Recognition. TNNLS, 2015.

We present a supervised low-rank-based approach for learning discriminative features.
Pan Zhou , Zhouchen Lin , Chao Zhang
PDF DOI