Publications

Jicong Fan (2020). k-Factorization Subspace Clustering. arxiv.

Jicong Fan, Lijun Ding, Chengrun Yang, Madeleine Udell (2020). Low-Rank Tensor Recovery with Euclidean-Norm-Induced Schatten-p Quasi-Norm Regularization. arxiv.

Chengrun Yang, Jicong Fan, Ziyang Wu, Madeleine Udell (2020). AutoML Pipeline Selection: Efficiently Navigating the Combinatorial Space. Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD 2020).

Lijun Ding, Jicong Fan, Madeleine Udell (2020). $k$FW: A Frank-Wolfe style algorithm with stronger subproblem oracles. arxiv.

Chengrun Yang, Jicong Fan, Ziyang Wu, Madeleine Udell (2020). Efficient AutoML Pipeline Search with Matrix and Tensor Factorization. arxiv.

Jicong Fan, Chengrun Yang, Madeleine Udell (2020). Robust Non-Linear Matrix Factorization for Dictionary Learning, Denoising, and Clustering. arxiv.

Jicong Fan, Yuqian Zhang, Madeleine Udell (2019). Polynomial Matrix Completion for Missing Data Imputation and Transductive Learning. AAAI 2020 (oral).

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Jicong Fan, Lijun Ding, Yudong Chen, Madeleine Udell (2019). Factor group sparse regularization for efficient low-rank matrix recovery. NeurIPS 2019.

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Jicong Fan, Madeleine Udell (2019). Online high-rank matrix completion. CVPR 2019 (oral).

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Jicong Fan, Tommy W.S. Chow (2019). Exactly robust kernel principal component analysis. IEEE Transactions on Neural Networks and Learning System.

Xiaohang Jin, Jicong Fan, Tommy W.S. Chow (2018). Fault Detection for Rolling-Element Bearings Using Multivariate Statistical Process Control Methods. IEEE Transactions on Instrumentation and Measurement.

Jicong Fan, Mingbo Zhao, Tommy W.S. Chow (2018). Matrix completion via sparse factorization solved by accelerated proximal alternating linearized minimization. IEEE Transactions on Big Data.

Jicong Fan, Tommy W.S. Chow, Mingbo Zhao, John K. L. Ho (2018). Nonlinear Dimensionality Reduction for Data with Disconnected Neighborhood Graph. Neural Processing Letters.

Jicong Fan, Zhaoyang Tian, Mingbo Zhao, Tommy WS Chow (2018). Accelerated low-rank representation for subspace clustering and semi-supervised classification on large-scale data. Neural Networks.

Jicong Fan, Jieyu cheng (2018). Matrix completion by deep matrix factorization. Neural Networks.

Jicong Fan, Tommy W.S. Chow (2017). Matrix completion by least-square, low-rank, and sparse self-representations. Pattern Recognition.

Junling Gao, Jicong Fan, Bonnie W Wu, Georgios T Halkias, Maggie Chau, Peter C Fung, Chunqi Chang, Zhiguo Zhang, Yeung-Sam Hung, Hinhung Sik (2017). Repetitive religious chanting modulates the late-stage brain response to fear-and stress-provoking pictures. Frontiers in Physiology.