FADL:Federated-Autonomous Deep Learning for Distributed Electronic Health Record

no code implementations • 28 Nov 2018 • Dianbo Liu, Timothy Miller, Raheel Sayeed, Kenneth D. Mandl

Electronic health record (EHR) data is collected by individual institutions and often stored across locations in silos.

BIG-bench Machine Learning Federated Learning

Modeling Spatiotemporal Factors Associated With Sentiment on Twitter: Synthesis and Suggestions for Improving the Identification of Localized Deviations

no code implementations • 22 Feb 2018 • Zubair Shah, Paige Martin, Enrico Coiera, Kenneth D. Mandl, Adam G. Dunn

Background: Studies examining how sentiment on social media varies depending on timing and location appear to produce inconsistent results, making it hard to design systems that use sentiment to detect localized events for public health applications.

Sentiment Analysis