339 citations · 551 across the 39 of their papers we have counts for
3 papers · 1 filter
Sparse estimation in Ising Model via penalized Monte Carlo methods
Błażej Miasojedow, Wojciech Rejchel
We consider a problem of model selection in high-dimensional binary Markov random fields. The usefulness of the Ising model in studying systems of complex interactions has been con…
Geometric ergodicity of Rao and Teh's algorithm for Markov jump processes and CTBNs
Błażej Miasojedow, Wojcieh Niemiro
Rao and Teh (2012, 2013) introduced an efficient MCMC algorithm for sampling from the posterior distribution of a hidden Markov jump process. The algorithm is based on the idea of…
Bayesian inference for age-structured population model of infectious disease with application to varicella in Poland
Piotr Gwiazda, Błażej Miasojedow, Magdalena Rosińska
Dynamics of the infectious disease transmission is often best understood taking into account the structure of population with respect to specific features, in example age or immuni…