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veesa

Pipeline for Explainable Machine Learning with Functional Data

v0.1.7 · Dec 3, 2025 · MIT + file LICENSE

Description

Implements the Variable importance Explainable Elastic Shape Analysis pipeline for explainable machine learning with functional data inputs. Converts training and testing data functional inputs to elastic shape analysis principal components that account for vertical and/or horizontal variability. Computes feature importance to identify important principal components and visualizes variability captured by functional principal components. See Goode et al. (2025) <doi:10.48550/arXiv.2501.07602> for technical details about the methodology.

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OK 14 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026

Dependency Network

Dependencies Reverse dependencies dplyr fdasrvf forcats ggplot2 purrr stringr tidyr veesa

Version History

new 0.1.7 Mar 9, 2026