潘炎

教师简介: 

潘炎，副教授，博士生导师。2007年在jbo竞博电竞官方网站计算机科学系计算机软件与理论专业获得工学博士学位（导师：汤庸教授）。2012年在新加坡国立大学的Learning and Vision Research Group做访问研究员（合作导师：颜水城教授）。在IEEE TIP，IEEE TNNLS，IEEE TCB，IEEE TC等国际期刊和CVPR/AAAI/SIGIR/ECCV等国际会议上发表论文50多篇。主持国家自然基金面上项目两项，国家基金青年基金项目1项。

研究领域: 

主要研究兴趣是机器学习和信息检索，包括

1、基于深度神经网络的哈希方法、图像检索

2、金融时间序列分析、因果推理

3、排序学习、排序融合、聚类等

科研项目: 

PI, "Rank Aggregation via Low-Rank Matrix Learning: Theory, Algorithms and Applications", National Natural Science Foundation of China (NSFC) Grant No. 61370021, 2014-2017.

PI, "Semi-supervised Learning to Rank: Theory, Algorithms and Applications", National Natural Science Foundation of China (NSFC) Grant No. 61003045, 2011-2013.

教授课程: 

机器学习与数据挖掘

数据结构与算法

代表性论著: 

* indicates the corresponding author.

Deep Hashing with Minimal-Distance-Separated Hash Centers.
Liangdao Wang, Yan Pan*, Cong Liu, Hanjiang Lai, Jian Yin, Ye Liu
CVPR 2023: 23455-23464

Deep Listwise Triplet Hashing for Fine-Grained Image Retrieval.
Yuchen Liang, Yan Pan*, Hanjiang Lai, Wei Liu, Jian Yin
IEEE Transactions on Image Processing, 31: 949-961, 2022.

Improving Deep Binary Embedding Networks by Order-Aware Reweighting of Triplets.
Hanjiang Lai, Jikai Chen, Libing Geng, Yan Pan, Xiaodan Liang, Jian Yin
IEEE Transactions on Circuits Systems and Video Technologies, 30(4): 1162-1172 (2020)

Improved Search in Hamming Space Using Deep Multi-Index Hashing.
Hanjiang Lai, Yan Pan, Si Liu, Zhenbin Weng, Jian Yin
IEEE Transactions on Circuits Systems and Video Technologies, 29(9): 2844-2855 (2019)

Clothing Landmark Detection Using Deep Networks With Prior of Key Point Associations.
Chang-Qin Huang, Jikai Chen, Yan Pan*, Hanjiang Lai, Jian Yin, Qionghao Huang
IEEE Transactions on Cybernetics. 49(10): 3744-3754 (2019)

Optimizing Evaluation Metrics for Multitask Learning via the Alternating Direction Method of Multipliers.
Ge-Yang Ke, Yan Pan*, Jian Yin, Chang-Qin Huang.
IEEE Transactions on Cybernetics. 48(3): 993-1006 (2018)

Deep Recurrent Regression for Facial Landmark Detection
Hanjiang Lai, Shentao Xiao, Yan Pan*, Zhen Cui, Jiashi Feng, Chunyan Xu, Jian Yin, Shuicheng Yan.
IEEE Transactions on Circuits and Systems for Video Technology, 28(5): 1144-1157, 2018.

Simultaneous Feature Learning and Hash Coding with Deep Neural Networks
Hanjiang Lai, Yan Pan*, Ye Liu, and Shuicheng Yan
In Proceedings of IEEE International Conference on Pattern Recognition and Computer Vision (CVPR), 2015
arxiv

(new) A Divide-and-Conquer Method for Scalable Robust Multi-Task Learning
Yan Pan, Rongkai Xia, Jian Yin, and Ning Liu
IEEE Transactions on Neaural Networks and Learning Systems(IEEE TNNLS), in press, 2015

Supervised Hashing for Image Retrieval via Image Representation Learning
Rongkai Xia (third-year master student), Yan Pan*, Hanjiang Lai, Cong Liu, and Shuicheng Yan
In Proceedings of AAAI Conference on Artificial Intelligence (AAAI), 2014
Paper Slides Source Code

Robust Multi-View Clustering via Low-rank and Sparse Decomposition
Rongkai Xia (third-year master student), Yan Pan*, Lei Du, and Jian Yin
In Proceedings of AAAI Conference on Artificial Intelligence (AAAI), 2014
Paper Code

Efficient K-Support Matrix Pursuit
Hanjiang Lai (Ph.D. student), Yan Pan*, Canyi Lu, Yong Tang, and Shuicheng Yan
In Proceedings of European Conference on Computer Vision (ECCV), 2014
Paper

Rank Aggregation via Low-rank and Structured-sparse Decomposition
Yan Pan, Hanjiang Lai, Cong Liu, Yong Tang, and Shuicheng Yan
In Proceedings of AAAI Conference on Artificial Intelligence (AAAI), 2013
Paper Slides

A Divide-and-Conquer Method for Scalable Low-rank Latent Matrix Pursuit
Yan Pan, Hanjiang Lai, Cong Liu, and Shuicheng Yan
In Proceedings of IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2013
Paper Supplementary Material

FSMRank: Feature Selection Method for Learning to Rank
Hanjiang Lai (Ph.D. student), Yan Pan*, Yong Tang, and Rong Yu
IEEE Transactions on Neaural Networks and Learning Systems(IEEE TNNLS), 24(6):940-952, 2013
Paper Code

Sparse Learning-to-rank via an Efficient Primal-Dual Algorithm
Hanjiang Lai (Ph.D. student), Yan Pan*, Cong Liu, Liang Lin and Jie Wu
IEEE Transactions on Computers (IEEE TC), 62(6):1221-1233, 2013
Paper Code