uncertainty

Quantifying Predictive Uncertainty in Medical Image Analysis with Deep Kernel Learning

A deep kernel GP for regression on medical image data.

Zhiliang Wu,, Yinchong Yang, Jindong Gu, Volker Tresp

Uncertainty-Aware Time-to-Event Prediction using Deep Kernel Accelerated Failure Time Models

A deep kernel GP for survival time prediction.

Zhiliang Wu,, Yinchong Yang, Peter A. Fasching, Volker Tresp

Multi-output Gaussian Processes for Uncertainty-aware Recommender Systems

An end-to-end probabilistic tensor decomposition model joining sparse GP and representation learning.

Yinchong Yang, Florian Büttner

Multi-output Gaussian Processes for Uncertainty-aware Recommender Systems