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20172021
most citedDistributed Deep Learning Model for Intelligent Video Surveillance Systems with Edge Computing

262 citations · 837 across the 14 of their papers we have counts for

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5 papers · 1 filter

cs.LG2021★ 4 cited

Dynamic Planning of Bicycle Stations in Dockless Public Bicycle-sharing System Using Gated Graph Neural Network

Jianguo Chen, Kenli Li, Keqin Li +2

Benefiting from convenient cycling and flexible parking locations, the Dockless Public Bicycle-sharing (DL-PBS) network becomes increasingly popular in many countries. However, red…

cs.LG2020★ 8 cited

Stochastic Client Selection for Federated Learning with Volatile Clients

Tiansheng Huang, Weiwei Lin, Li Shen +2

Federated Learning (FL), arising as a privacy-preserving machine learning paradigm, has received notable attention from the public. In each round of synchronous FL training, only a…

cs.LG2020★ 235 cited

An Efficiency-boosting Client Selection Scheme for Federated Learning with Fairness Guarantee

Tiansheng Huang, Weiwei Lin, Wentai Wu +3

The issue of potential privacy leakage during centralized AI's model training has drawn intensive concern from the public. A Parallel and Distributed Computing (or PDC) scheme, ter…

cs.LG2018

A Periodicity-based Parallel Time Series Prediction Algorithm in Cloud Computing Environments

Jianguo Chen, Kenli Li, Huigui Rong +3

In the era of big data, practical applications in various domains continually generate large-scale time-series data. Among them, some data show significant or potential periodicity…

cs.LG2018★ 186 cited

A Bi-layered Parallel Training Architecture for Large-scale Convolutional Neural Networks

Jianguo Chen, Kenli Li, Kashif Bilal +3

Benefitting from large-scale training datasets and the complex training network, Convolutional Neural Networks (CNNs) are widely applied in various fields with high accuracy. Howev…