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dacc (version 0.0-6)

Detection and Attribution Analysis of Climate Change

Description

Conduct detection and attribution of climate change using methods including optimal fingerprinting via generalized total least squares or estimating equation approach from Ma et al. (2023) . Provide shrinkage estimators for covariance matrix from Ledoit and Wolf (2004) , and Ledoit and Wolf (2017) .

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install.packages('dacc')

Monthly Downloads

506

Version

0.0-6

License

GPL (>= 3)

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Repository

https://github.com/LiYanStat/dacc

Maintainer

Yan Li

Last Published

January 24th, 2025

Functions in dacc (0.0-6)

Sample Dataset Used in Numerical Studies of "Detection and Attribution Analysis of Temperature Changes with Estimating Equations".

Process netCDF4 Gridded Data into Format of the fingerprint() Function

Sample Dataset in Simulation Studies of "Regularized Fingerprinting in Detection and Attribution of Climate Change with Weight Matrix Optimizing the Efficiency in Scaling Factor Estimation".

Optimal Fingerprinting via total least square regression.

Regularized estimators for covariance matrix.