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Benjamin M. Marlin

4 accepted papers

2023

Assessing the Impact of Context Inference Error and Partial Observability on RL Methods for Just-In-Time Adaptive Interventions

UAI 2023poster

Just-in-Time Adaptive Interventions (JITAIs) are a class of personalized health interventions developed within the behavioral science community. JITAIs aim to provide the right type and amount of support by iteratively selecting a sequence of intervention options from a pre-defined set of components…

Cited by 5SourcePDFScholar
2023

Heteroskedastic Geospatial Tracking with Distributed Camera Networks

UAI 2023poster

Visual object tracking has seen significant progress in recent years. However, the vast majority of this work focuses on tracking objects within the image plane of a single camera and ignores the uncertainty associated with predicted object locations. In this work, we focus on the geospatial object…

2021

Post-hoc loss-calibration for Bayesian neural networks

UAI 2021poster

Bayesian decision theory provides an elegant framework for acting optimally under uncertainty when tractable posterior distributions are available. Modern Bayesian models, however, typically involve intractable posteriors that are approximated with, potentially crude, surrogates. This difficulty has…

Cited by 12SourcePDFScholar
2016

A scalable end-to-end Gaussian process adapter for irregularly sampled time series classification

NeurIPS 2016poster

We present a general framework for classification of sparse and irregularly-sampled time series. The properties of such time series can result in substantial uncertainty about the values of the underlying temporal processes, while making the data difficult to deal with using standard classification…

Cited by 113SourcePDFScholar