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[PDF] Climate model selection via conformal clustering of spatial ...


R-universe search: forecasting

Methods and tools for displaying and analysing univariate time series forecasts including exponential smoothing via state space models and automatic ARIMA ...

Downloads 2024 - ICML 2025

... Model · Bivariate Causal Discovery using Bayesian Model Selection · Block Acceleration Without Momentum: On Optimal Stepsizes of Block Gradient Descent for ...

Climate Informatics

Problems in paleoclimate are discussed in further detail in Section 4.8. 4.3.5 Reanalysis Products. Weather forecast models use as much observational data (in- ...

valeman/awesome-conformal-prediction - GitHub

By using this repository for academic research or publications, you agree to comply with the terms of the CC BY-NC-ND 4.0 license. As part of these terms, any ...

Performance and process-based evaluation of the BARPA-R ... - GMD

... climate models (GCMs) using the BARPA-R framework. ... Spatial, temporal, and multivariate bias in regional climate model simulations, Geophys.

Monsoonal North cluster report - Climate change in Australia

The spatial resolution of climate model data (around. 200 km between the ... emission or concentration of greenhouse gases and aerosols, generally derived using ...

Climate Change AI Workshop Papers

... using a contrastive clustering approach, incorporating image and spatiotemporal information into the model. We show that our approach leads to ...

Volume 17 Issue 1 | The Annals of Applied Statistics - Project Euclid

This website uses cookies to provide you with a variety of services and to improve the usability of our website. By using the website, you agree to the use of ...

NeurIPS 2024 Schedule

... Selection for Foundation Models: From Heuristics to Principled Methods ... Model Properties via Conformal Risk Control · Are We on the Right Way for ...

R-universe search: needs:clock

Misc functions for training and plotting classification and regression models. Maintained by Max Kuhn. Last updated 2 years ago. 1614 stars 18.87 ...

Available CRAN Packages By Date of Publication

... Using Forward Search Procedure for Various Models. 2024-11-16, gdverse, Analysis of Spatial Stratified Heterogeneity. 2024-11-16, geostan, Bayesian Spatial ...

Chapter 10: Linking Global to Regional Climate Change - IPCC

... spatial and temporal scales (Section 10.1. ... The sources include global and regional climate model simulations, statistical downscaling and bias adjustment ...

Journal of Machine Learning Research

Emmanuel Abbe, Samy Bengio, Aryo Lotfi, Kevin Rizk, 2024. [abs][pdf][bib] [code]. Goal-Space Planning with Subgoal Models: Chunlok Lo, Kevin Roice, ...

East Coast cluster report - Climate change in Australia

The spatial resolution of climate model data (around. 200 km between the ... There is also considerable variability in the projections driven by the choice of ...

Continental-scale bias-corrected climate and hydrological ... - GMD

... climate model output are available globally, including Australia, via ISIMIP2 at a ... choice of GCMs occupies the phase space spanned by the CMIP5 models. For ...

Flexible functional data smoothing and optimization using beta spline

Mateu, Climate model selection via conformal clustering of spatial functional data, Environ. Ecol. Stat., 31 (2024), 365–385. https://doi.org ...

Conformal Prediction: a Unified Review of Theory and New ... - arXiv

For instance, once the sequence of old examples (z1,...,zn) is at hand, a natural choice is to take the average as the simple predictor of the new example, and ...

Multi-scale climate modelling over Southern Africa using a variable ...

ENGELBRECHT F (2005) Simulations of climate and climate change over southern and tropical Africa with the conformal- cubic atmospheric model (Chapter 4). In: ...

Distributed conformal anomaly detection

We model the situation when the data set is so big that this conformity measure can not be calculated directly, without splitting the data set into parts.

Multivariable Panel Data Cluster Analysis of Meteorological Stations ...

... selected to study the climate variations [19]. 2.3. Conformal Cubic Atmospheric Model (CCAM) T The CCAM is a dynamic global climate model developed by the ...