GMMVb_SB(X)
The code implements the 2000 Variational Bayes for one dimension Gaussian mixture models paper by Penny and Roberts. (http://www.fil.ion.ucl.ac.uk/~wpenny/publications/vbmog.ps)
Given an 1D vector of values generated by multiple Gaussian distributions, it finds out the number of components, mean and variance of those components. Although it is variational Bayes, an initial value for the number of components has to be give. It can be changed in line 38 inside the init function.
Note: The code sometimes converges and sometimes not with nan values. I thought it might be helpful to get some feedback on this forum and improve upon it.
Cita come
Rini (2024). GMMVb_SB(X) (https://www.mathworks.com/matlabcentral/fileexchange/59316-gmmvb_sb-x), MATLAB Central File Exchange. Recuperato .
Compatibilità della release di MATLAB
Compatibilità della piattaforma
Windows macOS LinuxCategorie
- Signal Processing > Signal Processing Toolbox > Measurements and Feature Extraction > Pulse and Transition Metrics >
Tag
Riconoscimenti
Ispirato da: EM Algorithm for Gaussian Mixture Model (EM GMM), Variational Bayesian Inference for Gaussian Mixture Model
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!Scopri Live Editor
Crea script con codice, output e testo formattato in un unico documento eseguibile.
Versione | Pubblicato | Note della release | |
---|---|---|---|
1.0.0.0 | added link to the paper http://www.fil.ion.ucl.ac.uk/~wpenny/publications/vbmog.ps |