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A sticky HDP-HMM with application to speaker diarization
Emily B. Fox, Erik B. Sudderth, Michael I. Jordan et al., 2011. The Annals of Applied Statistics.
A Bayesian nonparametric hidden Markov model that separates a recording into speakers without knowing how many there are, with a 'sticky' term that favours staying in the same state.
What it's used for here
The emerging-methods survey proposes the same model for finding changes of hand or language along the manuscript.
Cited by on this site 1 record
1 methods surveys
SRCMathematics
Cite it
Fox, E. B., Sudderth, E. B., Jordan, M. I., & Willsky, A. S. (2011). A sticky HDP-HMM with application to speaker diarization. The Annals of Applied Statistics. https://doi.org/10.1214/10-aoas395
@article{fox2011sticky,
author = {Fox, Emily B. and Sudderth, Erik B. and Jordan, Michael I. and Willsky, Alan S.},
title = {A sticky HDP-HMM with application to speaker diarization},
journal = {The Annals of Applied Statistics},
year = {2011},
doi = {10.1214/10-aoas395},
url = {https://doi.org/10.1214/10-aoas395}
}TY - JOUR TI - A sticky HDP-HMM with application to speaker diarization AU - Fox, Emily B. AU - Sudderth, Erik B. AU - Jordan, Michael I. AU - Willsky, Alan S. PY - 2011 JO - The Annals of Applied Statistics DO - 10.1214/10-aoas395 UR - https://doi.org/10.1214/10-aoas395 ER -
Fox, Emily B. et al.. “A sticky HDP-HMM with application to speaker diarization.” The Annals of Applied Statistics (2011). https://doi.org/10.1214/10-aoas395.