Time-to-Event Prediction

5 papers with code • 0 benchmarks • 2 datasets

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Greatest papers with code

Time-to-Event Prediction with Neural Networks and Cox Regression

havakv/pycox 1 Jul 2019

New methods for time-to-event prediction are proposed by extending the Cox proportional hazards model with neural networks.

Survival Analysis Time-to-Event Prediction

Deep Survival Machines: Fully Parametric Survival Regression and Representation Learning for Censored Data with Competing Risks

autonlab/DeepSurvivalMachines 2 Mar 2020

We describe a new approach to estimating relative risks in time-to-event prediction problems with censored data in a fully parametric manner.

Representation Learning Survival Analysis +1

Uncertainty-based Traffic Accident Anticipation with Spatio-Temporal Relational Learning

Cogito2012/UString 1 Aug 2020

The derived uncertainty-based ranking loss is found to significantly boost model performance by improving the quality of relational features.

Accident Anticipation Activity Prediction +4

A Deep Variational Approach to Clustering Survival Data

i6092467/vadesc 10 Jun 2021

Survival analysis has gained significant attention in the medical domain and has many far-reaching applications.

Clustering Deep Clustering +2

Variational Learning of Individual Survival Distributions

ZidiXiu/VSI 9 Mar 2020

The abundance of modern health data provides many opportunities for the use of machine learning techniques to build better statistical models to improve clinical decision making.

Decision Making Survival Analysis +1