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Helge Langseth

2 accepted papers

2020

Prediction Intervals: Split Normal Mixture from Quality-Driven Deep Ensembles

UAI 2020poster

Prediction intervals are a machine- and human-interpretable way to represent predictive uncertainty in a regression analysis. In this paper, we present a method for generating prediction intervals along with point estimates from an ensemble of neural networks. We propose a multi-objective loss funct…

2017

Bayesian Models of Data Streams with Hierarchical Power Priors

ICML 2017poster

Making inferences from data streams is a pervasive problem in many modern data analysis applications. But it requires to address the problem of continuous model updating, and adapt to changes or drifts in the underlying data generating distribution. In this paper, we approach these problems from a B…

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