MGCP: A Multi-Grained Correlation based Prediction Network for Multivariate Time Series

no code implementations • 30 May 2024 • Zhicheng Chen, Xi Xiao, Ke Xu, Zhong Zhang, Yu Rong, Qing Li, Guojun Gan, Zhiqiang Xu, Peilin Zhao

Multivariate time series prediction is widely used in daily life, which poses significant challenges due to the complex correlations that exist at multi-grained levels.

Applications of Clustering with Mixed Type Data in Life Insurance

no code implementations • 26 Jan 2021 • Shuang Yin, Guojun Gan, Emiliano A. Valdez, Jeyaraj Vadiveloo

Using gap statistics, the optimal clusters obtained from the algorithm are then used to compare actual to expected death claims experience of the life insurance portfolio.

Decision Making Applications 62P05

Maintaining Discrimination and Fairness in Class Incremental Learning

1 code implementation • CVPR 2020 • Bowen Zhao, Xi Xiao, Guojun Gan, Bin Zhang, Shu-Tao Xia

In this paper, we demonstrate it can indeed help the model to output more discriminative results within old classes.

Class Incremental Learning Fairness +2