51 citations · 209 across the 15 of their papers we have counts for
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3 papers · 1 filter
cs.DB2020★ 3 cited
Tensor Relational Algebra for Machine Learning System Design
Binhang Yuan, Dimitrije Jankov, Jia Zou +3
We consider the question: what is the abstraction that should be implemented by the computational engine of a machine learning system? Current machine learning systems typically pu…
cs.DB2020★ 1 cited
Lachesis: Automatic Partitioning for UDF-Centric Analytics
Jia Zou, Amitabh Das, Pratik Barhate +4
Persistent partitioning is effective in avoiding expensive shuffling operations. However it remains a significant challenge to automate this process for Big Data analytics workload…
cs.LG2020★ 51 cited
A Federated Learning Framework for Healthcare IoT devices
Binhang Yuan, Song Ge, Wenhui Xing
The Internet of Things (IoT) revolution has shown potential to give rise to many medical applications with access to large volumes of healthcare data collected by IoT devices. Howe…