Time Series Generation with Masked Autoencoder

1 code implementation • 14 Jan 2022 • Mengyue Zha, SiuTim Wong, Mengqi Liu, Tong Zhang, Kani Chen

This paper shows that masked autoencoder with extrapolator (ExtraMAE) is a scalable self-supervised model for time series generation.

Data Augmentation Imputation +6

Targeted Source Detection for Environmental Data

no code implementations • 29 Aug 2019 • Guanjie Zheng, Mengqi Liu, Tao Wen, Hongjian Wang, Huaxiu Yao, Susan L. Brantley, Zhenhui Li

In the face of growing needs for water and energy, a fundamental understanding of the environmental impacts of human activities becomes critical for managing water and energy resources, remedying water pollution, and making regulatory policy wisely.