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Uncertainty quantification for probabilistic machine learning in earth
  observation using conformal prediction

Uncertainty quantification for probabilistic machine learning in earth observation using conformal prediction

12 January 2024
Geethen Singh
Glenn Moncrieff
Zander Venter
Kerry Cawse-Nicholson
Jasper Slingsby
Tamara B. Robinson
ArXivPDFHTML

Papers citing "Uncertainty quantification for probabilistic machine learning in earth observation using conformal prediction"

7 / 7 papers shown
Title
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction
Aerial Image Classification in Scarce and Unconstrained Environments via Conformal Prediction
Farhad Pourkamali-Anaraki
29
0
0
24 Apr 2025
Reliable Classification with Conformal Learning and Interval-Type 2 Fuzzy Sets
Reliable Classification with Conformal Learning and Interval-Type 2 Fuzzy Sets
Javier Fumanal-Idocin
Javier Andreu-Perez
15
0
0
21 Apr 2025
A Trilogy of AI Safety Frameworks: Paths from Facts and Knowledge Gaps
  to Reliable Predictions and New Knowledge
A Trilogy of AI Safety Frameworks: Paths from Facts and Knowledge Gaps to Reliable Predictions and New Knowledge
Simon Kasif
AI4CE
15
0
0
09 Oct 2024
Guaranteed Coverage Prediction Intervals with Gaussian Process
  Regression
Guaranteed Coverage Prediction Intervals with Gaussian Process Regression
Harris Papadopoulos
9
10
0
24 Oct 2023
Predictive Inference with Feature Conformal Prediction
Predictive Inference with Feature Conformal Prediction
Jiaye Teng
Chuan Wen
Dinghuai Zhang
Yoshua Bengio
Yang Gao
Yang Yuan
27
24
0
01 Oct 2022
Continental-scale land cover mapping at 10 m resolution over Europe
  (ELC10)
Continental-scale land cover mapping at 10 m resolution over Europe (ELC10)
Z. Venter
M. Sydenham
17
68
0
22 Apr 2021
Formalizing Trust in Artificial Intelligence: Prerequisites, Causes and
  Goals of Human Trust in AI
Formalizing Trust in Artificial Intelligence: Prerequisites, Causes and Goals of Human Trust in AI
Alon Jacovi
Ana Marasović
Tim Miller
Yoav Goldberg
241
417
0
15 Oct 2020
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