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20102023
most citedDeep UQ: Learning deep neural network surrogate models for high dimensional uncertainty quantification

485 citations · 878 across the 26 of their papers we have counts for

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Showing 2021Show all

2 papers · 1 filter

cs.AI2021

Bayesian Model Averaging for Data Driven Decision Making when Causality is Partially Known

Marios Papamichalis, Abhishek Ray, Ilias Bilionis +2

Probabilistic machine learning models are often insufficient to help with decisions on interventions because those models find correlations - not causal relationships. If observati…

stat.AP2021★ 18 cited

Exploratory Data Analysis for Airline Disruption Management

Kolawole Ogunsina, Ilias Bilionis, Daniel DeLaurentis

Reliable platforms for data collation during airline schedule operations have significantly increased the quality and quantity of available information for effectively managing air…