Search Results

Automated segmentation of porous thermal spray material CT scans with predictive uncertainty estimation.

• Authors : Martinez, Carianne^1,2 (AUTHOR) ; Bolintineanu, Dan S.¹ (AUTHOR); Olson, Aaron¹ (AUTHOR)

• Source: Computational Mechanics. Sep2023, Vol. 72 Issue 3, p525-551. 27p.

Record details

Conformal Semantic Image Segmentation: Post-hoc Quantification of Predictive Uncertainty

• Authors : Mossina, Luca; Dalmau, Joseba; Andéol, Léo ...

Subjects: Conformal prediction; Uncertainty quantification; Semantic image segmentationSeattle; United States

• Source: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops ; https://hal.science/hal-04565173 ; Proceedings of the IEEE/CVF Conference on Computer Vision and

Record details

PUNCC: a Python Library for Predictive Uncertainty Calibration and Conformalization

• Authors : Mendil, Mouhcine; Mossina, Luca; Vigouroux, David ...

Subjects: Uncertainty Quantification; Conformal prediction; PythonLimasol; Cyprus

• Source: Proceedings of Machine Learning Research ; Conformal and Probabilistic Prediction with Applications ; https://hal.science/hal-04560192 ; Conformal and Probabilistic Prediction with Applications, Sep

Record details

Empirical Quantification of Predictive Uncertainty Due to Model Discrepancy by Training with an Ensemble of Experimental Designs: An Application to Ion Channel Kinetics

• Authors : Shuttleworth, Joseph G.; Lei, Chon Lok; Whittaker, Dominic G.

Subjects: Discrepancy; Mathematical model; Uncertainty quantification

Record details

Laplace HypoPINN: physics-informed neural network for hypocenter localization and its predictive uncertainty

• Authors : Izzatullah, Muhammad; Yildirim, Isa Eren; Bin Waheed, Umair ...

Subjects: physics-informed neural networks (PINN); uncertainty quantification; Laplace approximation

Record details

Information Aware max-norm Dirichlet networks for predictive uncertainty estimation

• Authors : Theodoros Tsiligkaridis

Subjects: FOS: Computer and information sciences; Computer Science - Machine Learning; 0209 industrial biotechnology

• Source: Neural Networks. 135:105-114

Record details

Winter Precipitation-Type Models for 'Evidential Deep Learning: Enhancing Predictive Uncertainty Estimation for Earth System Science Applications'

• Authors : Gagne, David; Schreck, John

Subjects: Machine learning; Deep learning; explainable AI

Record details

On Hallucination and Predictive Uncertainty in Conditional Language Generation

• Authors : Yijun Xiao; William Yang Wang

Subjects: FOS: Computer and information sciences; Closed captioning; Computer Science - Computation and Language

• Source: EACL

Record details

Can You Trust Predictive Uncertainty Under Real Dataset Shifts in Digital Pathology?

• Authors : Jeppe Thagaard; Thomas Ebstrup; Søren Hauberg

Subjects: Calibration (statistics); business.industry; Computer science

• Source: Medical Image Computing and Computer Assisted Intervention – MICCAI 2020 ISBN: 9783030597092MICCAI (1)

Record details

Quantification of predictive uncertainty in hydrological modelling by harnessing the wisdom of the crowd: Methodology development and investigation using toy models

• Authors : Georgia Papacharalampous; Alberto Montanari; Demetris Koutsoyiannis ...

Subjects: FOS: Computer and information sciences; 010504 meteorology & atmospheric sciences; Probabilistic prediction

Record details