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04/11/2022
{PF}^2ES: Parallel Feasible Pareto Frontier Entropy Search for Multi-Objective Bayesian Optimization Under Unknown Constraints
We present Parallel Feasible Pareto Frontier Entropy Search ({PF}^2ES) –...
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12/14/2019
Sensor Fusion using Backward Shortcut Connections for Sleep Apnea Detection in Multi-Modal Data
Sleep apnea is a common respiratory disorder characterized by breathing ...
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11/12/2019
Generating an Explainable ECG Beat Space With Variational Auto-Encoders
Electrocardiogram signals are omnipresent in medicine. A vital aspect in...
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11/10/2017
GPflowOpt: A Bayesian Optimization Library using TensorFlow
A novel Python framework for Bayesian optimization known as GPflowOpt is...
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02/02/2017
Sensitivity Analysis of Expensive Black-Box Systems Using Metamodeling
Simulations are becoming ever more common as a tool for designing comple...
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12/03/2016
Positive blood culture detection in time series data using a BiLSTM network
The presence of bacteria or fungi in the bloodstream of patients is abno...
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08/18/2016
Active Learning for Approximation of Expensive Functions with Normal Distributed Output Uncertainty
When approximating a black-box function, sampling with active learning f...
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08/16/2016