Conformal Inference

Distribution-Free Conformal Joint Prediction Regions for Neural Marked Temporal Point Processes
V. Dheur, T. Bosser, Rafael Izbicki, S. Ben Taieb
February, 2024 Machine Learning
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Local uncertainty maps for land-use/land-cover classification without remote sensing and modeling work using a class-conditional conformal approach
D. Valle, R. Leite, Rafael Izbicki, C. Silva, L. Haneda
January, 2024 International Journal of Applied Earth Observation and Geoinformation
Nonparametric quantification of uncertainty in multistep upscaling approaches: a case study on estimating forest biomass in the Brazilian Amazon
D. Valle, L. Haneda, Rafael Izbicki, R. Kamimura, B. Azevedo, S. Gomes, A. Sanchez, D. Almeida
January, 2024 Science Of Remote Sensing
A unified framework for dataset shift diagnostics
F. M. Polo, Rafael Izbicki, E. G. Lacerda Jr, J. P. Ibieta-Jimenez, R. Vicente
March, 2023 Information Sciences
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Quantifying uncertainty in land-use land-cover classification using conformal statistics
D. Valle, Rafael Izbicki, R. Leite
February, 2023 Remote Sensing of Environment