24 citations · 111 across the 26 of their papers we have counts for
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math.ST2008★ 9 cited
A constructive proof of the existence of Viterbi processes
J. Lember, A. Koloydenko
Since the early days of digital communication, hidden Markov models (HMMs) have now been also routinely used in speech recognition, processing of natural languages, images, and in…
stat.CO2008★ 19 cited
The adjusted Viterbi training for hidden Markov models
Jüri Lember, Alexey Koloydenko
The EM procedure is a principal tool for parameter estimation in the hidden Markov models. However, applications replace EM by Viterbi extraction, or training (VT). VT is computati…
math.ST2008★ 6 cited
Nonparametric Bayesian model selection and averaging
Subhashis Ghosal, Jüri Lember, Aad van der Vaart
We consider nonparametric Bayesian estimation of a probability density based on a random sample of size from this density using a hierarchical prior. The prior consists, fo…