Software
Open-source packages and tools.
CRAN packages
spatgeom — Geometric Spatial Point Analysis
R implementation of the geometric spatial point analysis developed in Hernández & Solís (2022). It estimates the geometric goodness-of-fit index for a set of variables against a response one, built on the sf package, with methods to print and plot the results. Useful to detect patterns in multidimensional data point clouds and to evaluate projections such as UMAP.
Version 0.3.0 · Authors: Maikol Solís (aut, cre), Alberto Hernández (ctb), Carlos Pasquier (ctb)
sobolnp — Nonparametric Sobol Estimator with Bootstrap Bandwidth
R algorithm to estimate Sobol indices using a nonparametric fit of the regression curve. The bandwidth is estimated via bootstrap to reduce finite-sample bias.
Version 0.1.0
Development packages
residualrwa — Relative Weight Analysis with Residualization
R package that estimates the relative importance of a set of variables (linear or non-linear) in a logistic model, including their interactions.
Reproducibility repositories
Code accompanying published articles.
- Paper-COVID-MLTriage-CR2021 — machine learning COVID-19 early triage, Actualidades 2021 survey.
- code_paper_massive_testing_strategies — mass testing strategies for COVID-19 in Costa Rica.