Jun 7, 2023 · In this study, we propose a machine learning pipeline called U-PASS tailored for clinical applications that incorporates uncertainty estimation ...
The three principled uncertainty-guided steps in U-PASS result in a reliable and robust machine learning pipeline that is tailored for clinical environments.
Feb 23, 2024 · This study introduces U-PASS, a specialized human-centered machine learning pipeline tailored for clinical applications, which effectively ...
In this study, we propose a machine learning pipeline called U-PASS tailored for clinical applications that incorporates uncertainty estimation at every stage ...
Feb 23, 2024 · U-PASS: An uncertainty-guided deep learning pipeline for automated sleep staging ... Deep Learning for Automated Sleep Stage Scoring · Nature ...
People also ask
How do you quantify uncertainty in deep learning?
Uncertainty quantification (UQ) aims to estimate the confidence of DNN predictions beyond prediction accuracy. In recent years, many UQ methods have been developed for DNNs. It is of great practical value to systematically categorize these UQ methods and compare their advantages and disadvantages.
What is uncertainty aware deep learning?
MIT Lincoln Laboratory has developed DEDUCE (DEep Decision UnCertainty)—a novel method for training deep neural networks (DNN) to estimate how confident they are when making predictions.
How do you create a deep learning pipeline?
There is no single way to build an ML pipeline, and the details can vary dramatically based on business size and industry requirements. However, most ML pipelines can be divided into four major phases: business goal setting, data preparation, model preparation and model deployment.
Feb 26, 2024 · Thrilled to announce the publication of our latest article 'U-PASS: An uncertainty-guided deep learning pipeline for automated sleep staging',
U-PASS: an Uncertainty-guided deep learning Pipeline for Automated Sleep Staging · Feature matching as improved transfer learning technique for ...
Feb 26, 2024 · ... the publication of our latest article 'U-PASS: An uncertainty-guided deep learning pipeline for automated sleep staging': https://t.co/
We apply our uncertainty-guided deep learning pipeline to the challenging problem of sleep staging and demonstrate that it systematically improves performance ...
U-PASS: an Uncertainty-guided deep learning Pipeline for Automated Sleep Staging · Feature matching as improved transfer learning technique for ...