34 citations · 76 across the 11 of their papers we have counts for
11 papers
Network Model with Application to Allergy Diseases
Konrad Furmańczyk, Wojciech Niemiro, Mariola Chrzanowska +1
We propose a new graphical model to describe the comorbidity of allergic diseases. We present our model in two versions. First, we introduce a generative model that correctly refle…
Asymptotics of maximum likelihood estimators based on Markov chain Monte Carlo methods
Błażej Miasojedow, Wojciech Niemiro, Wojciech Rejchel
In many complex statistical models maximum likelihood estimators cannot be calculated. In the paper we solve this problem using Markov chain Monte Carlo approximation of the true l…
Particle MCMC with Poisson Resampling: Parallelization and Continuous Time Models
Tomasz Cąkała, Błażej Miasojedow, Wojciech Niemiro
We introduce a new version of particle filter in which the number of "children" of a particle at a given time has a Poisson distribution. As a result, the number of particles is ra…
Particle Gibbs algorithms for Markov jump processes
Blazej Miasojedow, Wojciech Niemiro
In the present paper we propose a new MCMC algorithm for sampling from the posterior distribution of hidden trajectory of a Markov jump process. Our algorithm is based on the idea…
Asymptotics of Monte Carlo maximum likelihood estimators
Blazej Miasojedow, Wojciech Niemiro, Jan Palczewski +1
We describe Monte Carlo approximation to the maximum likelihood estimator in models with intractable norming constants and explanatory variables. We consider both sources of random…
Adaptive Monte Carlo Maximum Likelihood
Blazej Miasojedow, Wojciech Niemiro, Jan Palczewski +1
We consider Monte Carlo approximations to the maximum likelihood estimator in models with intractable norming constants. This paper deals with adaptive Monte Carlo algorithms, whic…