Neural Mixed Effects for Nonlinear Personalized Predictions

1 code implementation • 13 Jun 2023 • Torsten Wörtwein, Nicholas Allen, Lisa B. Sheeber, Randy P. Auerbach, Jeffrey F. Cohn, Louis-Philippe Morency

Empirically, we observe that NME improves performance across six unimodal and multimodal datasets, including a smartphone dataset to predict daily mood and a mother-adolescent dataset to predict affective state sequences where half the mothers experience at least moderate symptoms of depression.

Think Locally, Act Globally: Federated Learning with Local and Global Representations

4 code implementations • 6 Jan 2020 • Paul Pu Liang, Terrance Liu, Liu Ziyin, Nicholas B. Allen, Randy P. Auerbach, David Brent, Ruslan Salakhutdinov, Louis-Philippe Morency

To this end, we propose a new federated learning algorithm that jointly learns compact local representations on each device and a global model across all devices.

Federated Learning Representation Learning +2