TY - GEN
T1 - Supervised and Unsupervised Coupled Generative Adversarial Networks in Multivariate Time Series
AU - Wang, Qinfen
AU - Li, Yifei
AU - Xia, Yong
N1 - Publisher Copyright:
© 2023 IEEE.
PY - 2023
Y1 - 2023
N2 - Generative adversarial networks (GAN) have been successful in demonstrating the efficiency of generative time series. In this paper, we proposed a novel end-to-end supervised and unsupervised coupled generative adversarial networks (SUC-GAN) framework that consists of a gated recurrent unit (GRU) for generating multivariate time series. We test SUC-GAN on three datasets (i.e. Sines, Energy, Stocks) to investigate the efficacy and properties. The preliminary results show the potential power of supervised, unsupervised, and coupled learning for data generation.
AB - Generative adversarial networks (GAN) have been successful in demonstrating the efficiency of generative time series. In this paper, we proposed a novel end-to-end supervised and unsupervised coupled generative adversarial networks (SUC-GAN) framework that consists of a gated recurrent unit (GRU) for generating multivariate time series. We test SUC-GAN on three datasets (i.e. Sines, Energy, Stocks) to investigate the efficacy and properties. The preliminary results show the potential power of supervised, unsupervised, and coupled learning for data generation.
KW - coupled learning
KW - GAN
KW - multivariate time series
UR - http://www.scopus.com/inward/record.url?scp=85172890577&partnerID=8YFLogxK
U2 - 10.1109/ISPDS58840.2023.10235679
DO - 10.1109/ISPDS58840.2023.10235679
M3 - 会议稿件
AN - SCOPUS:85172890577
T3 - 2023 4th International Conference on Information Science, Parallel and Distributed Systems, ISPDS 2023
SP - 198
EP - 201
BT - 2023 4th International Conference on Information Science, Parallel and Distributed Systems, ISPDS 2023
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 4th International Conference on Information Science, Parallel and Distributed Systems, ISPDS 2023
Y2 - 14 July 2023 through 16 July 2023
ER -