Multivariate Probability Density Estimation

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

https://github.com/jennyfarmer/PDFAnalyze

jenny farmer

Versione 3.0 (73,8 KB)

240 download

(1)

17 ott 2022

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Apri in MATLAB Online

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Apri in MATLAB Online

Segui

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.

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Cita come

jenny farmer (2026). Multivariate Probability Density Estimation (https://github.com/jennyfarmer/PDFAnalyze), GitHub. Recuperato aprile 9, 2026.

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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Categorie

Scopri di più su Probability Density Functions in Help Center e MATLAB Answers

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Informazioni generali

Versione 3.0 (73,8 KB)
Visualizza la licenza su GitHub

Compatibilità della release di MATLAB

Compatibile con R2018a e release successive

Compatibilità della piattaforma

Windows
macOS
Linux

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Le versioni che utilizzano il ramo predefinito di GitHub non possono essere scaricate

Versione	Pubblicato	Note della release
3.0	17 ott 2022	Extended to provide multivariate support for up to 5 variables
2.1	17 set 2021	Enhanced help files
1.0.1	21 mag 2020	More descriptive title and summary
1.0.0	2 apr 2020

Per visualizzare o segnalare problemi su questo componente aggiuntivo di GitHub, visita GitHub Repository.

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}} }