activity
20202022
most citedA Review of Designs and Applications of Echo State Networks

45 citations · 90 across the 4 of their papers we have counts for

collaborators

5 papers

eess.SY20222 cited

A Holistic Review on Advanced Bi-directional EV Charging Control Algorithms

Xiaoying Tang, Chenxi Sun, Suzhi Bi +2

The rapid growth of electric vehicles (EVs) has promised a next-generation transportation system with reduced carbon emission. The fast development of EVs and charging facilities i…

cs.LG2021

GRP-FED: Addressing Client Imbalance in Federated Learning via Global-Regularized Personalization

Yen-Hsiu Chou, Shenda Hong, Chenxi Sun +3

Since data is presented long-tailed in reality, it is challenging for Federated Learning (FL) to train across decentralized clients as practical applications. We present Global-Reg…

cs.LG2021

TE-ESN: Time Encoding Echo State Network for Prediction Based on Irregularly Sampled Time Series Data

Chenxi Sun, Shenda Hong, Moxian Song +4

Prediction based on Irregularly Sampled Time Series (ISTS) is of wide concern in the real-world applications. For more accurate prediction, the methods had better grasp more data c…

cs.LG202045 cited

A Review of Designs and Applications of Echo State Networks

Chenxi Sun, Moxian Song, Shenda Hong +1

Recurrent Neural Networks (RNNs) have demonstrated their outstanding ability in sequence tasks and have achieved state-of-the-art in wide range of applications, such as industrial,…

cs.LG202043 cited

A Review of Deep Learning Methods for Irregularly Sampled Medical Time Series Data

Chenxi Sun, Shenda Hong, Moxian Song +1

Irregularly sampled time series (ISTS) data has irregular temporal intervals between observations and different sampling rates between sequences. ISTS commonly appears in healthcar…