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k-Factorization Subspace Clustering


Dec 08, 2020
Jicong Fan


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Low-Rank Tensor Recovery with Euclidean-Norm-Induced Schatten-p Quasi-Norm Regularization


Dec 07, 2020
Jicong Fan, Lijun Ding, Chengrun Yang, Madeleine Udell


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$k$FW: A Frank-Wolfe style algorithm with stronger subproblem oracles


Jun 29, 2020
Lijun Ding, Jicong Fan, Madeleine Udell

* 12 pages main text, 4 figures 

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Efficient AutoML Pipeline Search with Matrix and Tensor Factorization


Jun 07, 2020
Chengrun Yang, Jicong Fan, Ziyang Wu, Madeleine Udell

* This is an extended version of AutoML Pipeline Selection: Efficiently Navigating the Combinatorial Space (DOI: 10.1145/3394486.3403197) at KDD 2020 

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Robust Non-Linear Matrix Factorization for Dictionary Learning, Denoising, and Clustering


May 04, 2020
Jicong Fan, Chengrun Yang, Madeleine Udell


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Centrality Graph Convolutional Networks for Skeleton-based Action Recognition


Mar 06, 2020
Dong Yang, Monica Mengqi Li, Hong Fu, Jicong Fan, Howard Leung


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Online high rank matrix completion


Feb 20, 2020
Jicong Fan, Madeleine Udell

* The paper was published by the proceedings of IEEE CVPR 2019 

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DerainCycleGAN: An Attention-guided Unsupervised Benchmark for Single Image Deraining and Rainmaking


Jan 15, 2020
Yanyan Wei, Zhao Zhang, Jicong Fan, Yang Wang, Shuicheng Yan, Meng Wang


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Polynomial Matrix Completion for Missing Data Imputation and Transductive Learning


Dec 15, 2019
Jicong Fan, Yuqian Zhang, Madeleine Udell

* Accepted by AAAI 2020. The supplementary material is at https://github.com/jicongfan/Supplementary-material-of-conference-papers/blob/master/supp_PMC_AAAI2020.pdf 

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Factor Group-Sparse Regularization for Efficient Low-Rank Matrix Recovery


Nov 18, 2019
Jicong Fan, Lijun Ding, Yudong Chen, Madeleine Udell

* Accepted by NeurIPS 2019. The supplementary material is at https://github.com/jicongfan/Supplementary-material-of-conference-papers 

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Exactly Robust Kernel Principal Component Analysis


Feb 28, 2018
Jicong Fan, Tommy W. S. Chow


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