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fdWasserstein

Application of Optimal Transport to Functional Data Analysis

v1.0 · Feb 6, 2024 · GPL-3

Description

These functions were developed to support statistical analysis on functional covariance operators. The package contains functions to: - compute 2-Wasserstein distances between Gaussian Processes as in Masarotto, Panaretos & Zemel (2019) <doi:10.1007/s13171-018-0130-1>; - compute the Wasserstein barycenter (Frechet mean) as in Masarotto, Panaretos & Zemel (2019) <doi:10.1007/s13171-018-0130-1>; - perform analysis of variance testing procedures for functional covariances and tangent space principal component analysis of covariance operators as in Masarotto, Panaretos & Zemel (2022) <arXiv:2212.04797>. - perform a soft-clustering based on the Wasserstein distance where functional data are classified based on their covariance structure as in Masarotto & Masarotto (2023) <doi:10.1111/sjos.12692>.

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r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
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NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Valentina Masarotto <v.masarotto@math.leidenuniv.nl>’

The Description field contains
  in Masarotto, Panaretos & Zemel (2022) <arXiv:2212.04797>.  - perform a
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Valentina Masarotto <v.masarotto@math.leidenuniv.nl>’

The Description field contains
  in Masarotto, Panaretos & Zemel (2022) <arXiv:2212.04797>.  - perform a
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

Check History

NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Valentina Masarotto <v.masarotto@math.leidenuniv.nl>’

The Description field contains
  in Masarotto, Panaretos & Zemel (2022) <arXiv:2212.04797>.  - perform a
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Valentina Masarotto <v.masarotto@math.leidenuniv.nl>’

The Description field contains
  in Masarotto, Panaretos & Zemel (2022) <arXiv:2212.04797>.  - perform a
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.

Version History

new 1.0 Mar 10, 2026