Mailing Address:
PENN STATE BEHREND
242 BURKE CENTER
ERIE PA 16563
Research Interests
Algorithms. Computational Geometry. Application of Geometry in Computer Vision, Big Data and Machine Learning
Publications
PTAS for Minimum Cost MultiCovering with Disks, SIAM Journal on Computing - August 22, 2024
Collaborators: Qilong Feng, Co-Editor; Jianxin Wang, Co-Author; Jinhui Xu, Co-Author
Near-Linear Time Approximation Algorithms for k-means with Outliers, Forty-first International Conference on Machine Learning (ICML 2024) - July 21, 2024
Collaborators: Junyu Huang; Qilong Feng; Jinhui Xu; Jianxin Wang
Persistent Local Homology in Graph Learning, Transactions on Machine Learning Research - April 20, 2024
Collaborators: Minghua Wang; Yan Hu; Di Wang; Jinhui Xu
SEC: More Accurate Clustering Algorithm via Structural Entropy, the 38th Annual AAAI Conference on Artificial Intelligence (AAAI 2024) - February 25, 2024
Collaborators: Junyu Huang; Qilong Feng; Jiahui Wang; Jinhui Xu; Jianxin Wang
Linear Time Algorithms for k-means with Multi-Swap Local Search, the Thirty-seventh Annual Conference on Neural Information Processing Systems (NeurIPS 2023) - December 10, 2023
Collaborators: Junyu Huang; Qilong Feng; Jinhui Xu; Jianxin Wang
Fast Algorithms for Distributed k-Clustering with Outliers, the Fortieth International Conference on Machine Learning (ICML 2023) - July 23, 2023
Collaborators: Junyu Huang; Qilong Feng; Jinhui Xu; Jianxin Wang
Progressive Voronoi Diagram Subdivision Enables Accurate Data-free Class-Incremental Learning, the Eleventh International Conference on Learning Representations (ICLR 2023) - May 1, 2023
Collaborators: Chunwei Ma; Zhanghexuan Ji; Yan Shen; Mingchen Gao; Jinhui Xu
FLS: A New Local Search Algorithm for K-means with Smaller Search Space, 31st International Joint Conference on Artificial Intelligence (IJCAI 2022) - July 23, 2022
Collaborators: Jinyu Huang; Qilong Feng; Jianxin Wang; Jinhui Xu
Small Candidate Set for Translational Pattern Search, Algorithmica - July 5, 2022
Collaborators: Qilong Feng, Co-Author; Jianxin Wang, Co-Author; Jinhui Xu, Co-Author
In-Range Farthest Point Queries and Related Problem in High Dimensions, 49th International Colloquium on Automata, Languages, and Programming (ICALP 2022) - June 1, 2022
Collaborator: Jinhui Xu
Few-shot Learning via Dirichlet Tessellation Ensemble, Tenth International Conference on Learning Representations (ICLR 2022) - April 25, 2022
Collaborators: Chunwei Ma, Primary Author; Mingchen Gao, Co-Author; Jinhui Xu, Co-Author
Distributed and Robust Support Vector Machine, International Journal of Computational Geometry and Applications
Collaborators: Yangwei Liu, Primary Author; Hu Ding, Co-Author; Jinhui Xu, Co-Author
Improving Uncertainty Calibration of Deep Neural Networks via Truth Discovery and Geometric Optimization, The Conference on Uncertainty in Artificial Intelligence (UAI 2021) - July 27, 2021
Collaborators: Chunwei Ma, Corresponding Author; Jiayi Xian, Co-Author; Mingchen Gao, Co-Author; Jinhui Xu, Co-Author
Influence-Based Voronoi Diagrams of Clusters, Computational Geometry Theory and Applications - June 1, 2021
Collaborators: Danny Chen, Co-Author; Jinhui Xu, Co-Author
Manufacturing Process Monitoring Using Time-frequency Representation and Transfer Learning of Deep Neural Networks, Journal of Manufacturing Processes
Collaborators: Yabin Liao, Corresponding Author; Ihab Ragai; Scott Kerner
PTAS for Minimum Cost Multi-covering with Disks, Proceedings of the 2021 ACM-SIAM Symposium on Discrete Algorithms (SODA) - January 10, 2021
Collaborators: Qilong Feng, Co-Author; Jianxin Wang, Co-Author; Jinhui Xu, Co-Author
Ultra-Deep Sequencing Differentiates Patterns of Skin Clonal Mutations Associated with Sun-exposure Status and Skin Cancer Burden , Science Advances - January 1, 2021
Collaborators: Lei Wei, Corresponding Author; Sean Christensen, Co-Author; Megan Fitzgerald, Co-Author; James Graham, Co-Author; Nicholas Hutson, Co-Author; Chi Zhang, Co-Author; Qiang Hu, Co-Author; Fenglin Zhan; Jun Xie; Jianmin Zhang; Song Liu; Eva Remenyik; Emese Gellen; Oscar Colegio; Michael Bax; Jinhui Xu; Haifan Lin; Wendy Huss; Barbara Foster; Gyorgy Paragh
A Unified Framework of FPT Approximation Algorithms for Clustering Problems, 31st International Symposium on Algorithms and Computation (ISAAC 2020) - December 14, 2020
Collaborators: Qilong Feng, Corresponding Author; Zhen Zhang, Co-Author; Jianxin Wang, Co-Author; Jinhui Xu, Co-Author
An Efficient Sum Query Algorithm for Distance-Based Locally Dominating Functions, Algorithmica - March 4, 2020
Collaborator: Jinhui Xu, Co-Author
Improved Algorithms for Clustering with Outliers, Proceedings of the 30th International Symposium on Algorithms and Computation (ISAAC 2019) - December 8, 2019
Collaborators: Qilong Feng, Primary Author; Zhen Zhang, Author; Jinhui Xu, Author; Jianxin Wang, Author
Small Candidate Set for Translational Pattern Search, Proceedings of the 30th International Symposium on Algorithms and Computation (ISAAC 2019) - December 8, 2019
Collaborators: Qilong Feng, Author; Jianxin Wang, Author; Jinhui Xu, Author
A Faster Algorithm for Truth Discovery via Range Cover, Algorithmica - October 1, 2019
Collaborators: Hu Ding, Author; Jinhui Xu, Author
Big Data Transfer Optimization Based on Offline Knowledge Discovery and Adaptive Sampling, 2017 IEEE International Conference on Big Data - December 11, 2017
Collaborators: MD S Q Zulkar Nine, Primary Author; Kemal Guner; Xiangyu Wang; Jinhui Xu; Tevfik Kosar
An Efficient Sum Query Algorithm forDistance-based Locally Dominating Functions, 28th International Symposium on Algorithms and Computation (ISAAC 2017) - December 10, 2017
Collaborator: Jinhui Xu
On Clustering Induced Voronoi Diagrams, SIAM Journal on Computing - November 10, 2017
Collaborators: Danny Chen; Yangwei Liu; Jinhui Xu
Faster Algorithm for Truth Discovery via Range Cover, Proc. Algorithms and Data Structures Symposium (WADS 2017) - July 31, 2017
Collaborators: Hu Ding; Jinhui Xu
Distributed and Robust Support Vector Machine, 27th International Symposium on Algorithms and Computation (ISAAC 2016) - December 1, 2016
Collaborators: Yangwei Liu; Hu Ding; Jinhui Xu
Finding Rigid Sub-structure Patterns from 3D Point-sets, 2016 23rd International Conference on Pattern Recognition (ICPR) - January 1, 2016
Collaborators: Zihe Chen; Danyang Chen; Hu Ding; Zheshuo Li; Nitasha Sehgal; Andrew Fritz; Ronald Berezney; Jinhui Xu
On Clustering Induced Voronoi Diagrams, 2013 IEEE 54th Annual Symposium on Foundations of Computer Science (FOCS 2013)) - October 1, 2013
Collaborators: Danny Chen; Yangwei Liu; Jinhui Xu
Education
Ph D, Computer Science, The State University of New York at Buffalo
BS, Mathematics and Applied Mathematics, Sun Yat-sen University