Research Interests
- Machine Learning Systems
- Automatic Machine Learning
- High-Performance Computing
Projects
Representaive Publications
- Jiantong Jiang*, Zeyi Wen, Atif Mansoor and Ajmal Mian, “Fast Parallel Exact Inference on Bayesian Networks”, The 28th ACM SIGPLAN Annual Symposium on Principles and Practice of Parallel Programming (PPoPP), 2023.
- Jiantong Jiang*, Zeyi Wen and Ajmal Mian, “Fast Parallel Bayesian Network Structure Learning”, The 36th IEEE International Parallel and Distributed Processing Symposium (IPDPS), 2022.
- Hanfeng Liu*, Zeyi Wen and Wei Cai, “FastPSO: Towards Efficient Swarm Intelligence Algorithm on GPUs”, The 50th International Conference on Parallel Processing (ICPP), 2021.
- Zeyi Wen, Hanfeng Liu, Jiashuai Shi, Qinbin Li, Bingsheng He and Jian Chen, “ThunderGBM: Fast GBDTs and Random Forests on GPUs”, Journal of Machine Learning Research (JMLR), 21(108):1−5, 2020
- Zeyi Wen, Jiashuai Shi, Bingsheng He, Jian Chen, Kotagiri Ramamohanarao and Qinbin Li, “Exploiting GPUs for Efficient Gradient Boosting Decision Tree Training”, IEEE Transactions on Parallel and Distributed Systems (TPDS), 30(12):2706-2717, 2019.
- Zeyi Wen, Jiashuai Shi, Qinbin Li, Bingsheng He, and Jian Chen, “ThunderSVM: A Fast SVM Library on GPUs and CPUs”, Journal of Machine Learning Research (JMLR), volume 19, pages 797-801, 2018.
Teaching Assignments
- DSAA 6000G, Automatic Machine Learning, Summer 2022
- DSAA 6000H, Data Warehousing, Spring 2023
RPG Supervision
Current RPGs
Doctor of Philosophy:
- Hanfeng Liu, started in 09/2022
- Jian Yang, started in 09/2022