Multivariate Probability Density Estimation

Version 3.0 (73,8 ko) par jenny farmer

Nonparametric plotting and analysis tool to compute a probability density estimate for multivariate data

https://github.com/jennyfarmer/PDFAnalyze

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5.0

(1)

208 téléchargements

Mise à jour 17 oct. 2022

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EstimatePDF computes a nonparametric probability density estimate for a one-dimensional data sample. The method is automated and adaptive, determining boundaries, resolution scales, and outliers appropriately without user intervention, therefore suitable for high-throughput analysis.

PDFAnalyze optionally produces high-quality plots for advanced analysis and publication with univariate estimates.

EstimatePDFmv calculates nonparametric probability density estimates for multivariate data for up to 5 variables.

Citation pour cette source

jenny farmer (2024). Multivariate Probability Density Estimation (https://github.com/jennyfarmer/PDFAnalyze), GitHub. Récupéré le avril 25, 2024.

Jenny, F. and J. Donald, High throughput nonparametric probability density estimation. PLoS ONE, 2018. 13(5): p. e0196937.

Farmer, Jenny, and Donald J. Jacobs. “MATLAB Tool for Probability Density Assessment and Nonparametric Estimation.” SoftwareX, vol. 18, Elsevier BV, June 2022, p. 101017, doi:10.1016/j.softx.2022.101017.

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Compatibilité avec les versions de MATLAB

Créé avec R2018b

Compatible avec les versions R2018a et ultérieures

Plateformes compatibles

Windows macOS Linux

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Les versions qui utilisent la branche GitHub par défaut ne peuvent pas être téléchargées

Version	Publié le	Notes de version
3.0	17 oct. 2022	Extended to provide multivariate support for up to 5 variables
2.1	17 sept. 2021	Enhanced help files
1.0.1	21 mai 2020	More descriptive title and summary
1.0.0	2 avr. 2020

Pour consulter ou signaler des problèmes liés à ce module complémentaire GitHub, accédez au dépôt GitHub.

MLA	Farmer, Jenny, and Donald J. Jacobs. “MATLAB Tool for Probability Density Assessment and Nonparametric Estimation.” SoftwareX, vol. 18, Elsevier BV, June 2022, p. 101017, doi:10.1016/j.softx.2022.101017.
APA	Farmer, J., & Jacobs, D. J. (2022). MATLAB tool for probability density assessment and nonparametric estimation. SoftwareX, 18, 101017. Elsevier BV. Retrieved from https://doi.org/10.1016%2Fj.softx.2022.101017
BibTeX	@article{Farmer_2022, doi = {10.1016/j.softx.2022.101017}, url = {https://doi.org/10.1016%2Fj.softx.2022.101017}, year = 2022, month = {jun}, publisher = {Elsevier {BV}}, volume = {18}, pages = {101017}, author = {Jenny Farmer and Donald J. Jacobs}, title = {{MATLAB} tool for probability density assessment and nonparametric estimation}, journal = {{SoftwareX}} }