助理教授

博士（香港城市大学）

硕士（北京化工大学）

学士（北京化工大学）

樊继聪教授现为香港中文大学（深圳）数据科学学院研究助理教授。加入数据科学学院前，樊教授于2018年在香港城市大学电子工程系获得机器学习博士学位， 并分别于2013年和2010年在北京化工大学获得控制科学和工程硕士学位和自动化学士学位。在加入香港中文大学（深圳）之前，他是康奈尔大学的博士后。他还曾在美国威斯康星大学麦迪逊分校和香港大学等知名科研机构担任研究职位。

樊教授的研究方向包括机器学习，计算机视觉，最优化，神经科学信号处理和数据分析等，曾参与开展矩阵恢复、张量分解、聚类算法、数据驱动的模型发现和统计过程控制与诊断等多个研究项目。他的研究成果曾在多个知名学术期刊与著名国际会议上发表，如IEEE TSP, IEEE TNNLS, KDD, NeurIPS, CVPR和AAAI等。

Selected publications: Jicong Fan, Lijun Ding, Chengrun Yang, Zhao Zhang, Madeleine Udell. Euclidean-Norm-Induced Schatten-p Quasi-Norm Regularization for Low-Rank Tensor Completion and Tensor Robust Principal Component Analysis. Accepted by Transactions on Machine Learning Research. 2022.   Jicong Fan, Yiheng Tu, Zhao Zhang, Mingbo Zhao, Haijun Zhang.  A Simple Approach to Automated Spectral Clustering. 2022. NeurIPS 2022. (acceptance rate=25.6%)    Jinyu Cai, Jicong Fan*. Perturbation Learning Based Anomaly Detection. NeurIPS 2022. (acceptance rate=25.6%)   Jinyu Cai, Jicong Fan*, Wenzhong Guo, Shiping Wang, Yunhe Zhang, Zhao Zhang.  Efficient Deep Embedded Subspace Clustering.  In The IEEE Conference on Computer Vision and Pattern Recognition (CVPR),  June 2022.  (acceptance rate=24%)    Jicong Fan. Multi-Mode Deep Matrix and Tensor Factorization.  The International Conference on Learning Representations (ICLR) 2022. (acceptance rate=32.3%)   Jicong Fan. Dynamic Nonlinear Matrix Completion for Time-Varying Data Imputation. In The Thirty-Six AAAI Conference on Artificial Intelligence (AAAI-22), February 2022. (acceptance rate=15%)

Jicong Fan, Tommy W.S. Chow,  S.  Joe Qin.  Kernel Based Statistical Process Monitoring and Fault Detection in the Presence of Missing Data.  IEEE Transactions on Industrial Informatics, vol. 18, no. 7, pp. 4477-4487, July 2022. 

Jicong Fan. Large-Scale Subspace Clustering via k-Factorization. In Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ’21). (acceptance rate=15.4%)

Jicong Fan, Chengrun Yang, Madeleine Udell. Robust Non-Linear Matrix Factorization for Dictionary Learning, Denoising, and Clustering. IEEE Transactions on Signal Processing, 2021(69): 1755-1770.

Chengrun Yang, Jicong Fan, Ziyang Wu, Madeleine Udell (2020). AutoML Pipeline Selection: Efficiently Navigating the Combinatorial Space. In Proceedings of the 26th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD ’20). (acceptance rate=16.9%)

Jicong Fan, Yuqian Zhang, Madeleine Udell (2019). Polynomial Matrix Completion for Missing Data Imputation and Transductive Learning. AAAI 2020 (oral, acceptance rate=6%).

Jicong Fan, Lijun Ding, Yudong Chen, Madeleine Udell (2019). Factor group sparse regularization for efficient low-rank matrix recovery. NeurIPS 2019. (acceptance rate=21.1%)

Jicong Fan, Madeleine Udell (2019). Online high-rank matrix completion. CVPR 2019 (oral, acceptance rate=5.6%).

Jicong Fan, Tommy W.S. Chow (2019). Exactly robust kernel principal component analysis. IEEE Transactions on Neural Networks and Learning System 31 (3), 749-761.