61 citations · 118 across the 23 of their papers we have counts for
5 papers · 1 filter
Hidden Markov Model Applications in Change-Point Analysis
The Minh Luong, Vittorio Perduca, Gregory Nuel
The detection of change-points in heterogeneous sequences is a statistical challenge with many applications in fields such as finance, signal analysis and biology. A wide variety o…
Fast estimation of the ICL criterion for change-point detection problems with applications to Next-Generation Sequencing data
Alice Cleynen, The Minh Luong, Guillem Rigaill +1
In this paper, we consider the Integrated Completed Likelihood (ICL) as a useful criterion for estimating the number of changes in the underlying distribution of data in problems w…
Measuring the Influence of Observations in HMMs through the Kullback-Leibler Distance
Vittorio Perduca, Gregory Nuel
We measure the influence of individual observations on the sequence of the hidden states of the Hidden Markov Model (HMM) by means of the Kullback-Leibler distance (KLD). Namely, w…
Fast estimation of posterior probabilities in change-point models through a constrained hidden Markov model
The-Minh Luong, Yves Rozenholc, Gregory Nuel
The detection of change-points in heterogeneous sequences is a statistical challenge with applications across a wide variety of fields. In bioinformatics, a vast amount of methodol…
Tutorial on Exact Belief Propagation in Bayesian Networks: from Messages to Algorithms
G. Nuel
In Bayesian networks, exact belief propagation is achieved through message passing algorithms. These algorithms (ex: inward and outward) provide only a recursive definition of the…