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Jer Shyuan Ng

3 accepted papers

2021

Communication-efficient and Scalable Decentralized Federated Edge Learning

IJCAI 2021poster

Federated Edge Learning (FEL) is a distributed Machine Learning (ML) framework for collaborative training on edge devices. FEL improves data privacy over traditional centralized ML model training by keeping data on the devices and only sending local model updates to a central coordinator for aggrega…

Cited by 15SourcePDFScholar
2021

Predictive Analytics for COVID-19 Social Distancing

IJCAI 2021poster

The COVID-19 pandemic has disrupted the lives of millions across the globe. In Singapore, promoting safe distancing by managing crowds in public areas have been the cornerstone of containing the community spread of the virus. One of the most important solutions to maintain social distancing is to mo…

Cited by 2SourcePDFScholar
2021

Towards Parkinson's Disease Prognosis Using Self-Supervised Learning and Anomaly Detection

ICASSP 2021accepted

Parkinson’s disease (PD) is a chronic disease with a high risk of incidence after the age of 60 and is a problem for many countries facing an aging population. Current works have mainly focused on supervised learning using data collected from various sensors to differentiate between PD and healthy s…

Cited by 0SourceScholar