17 citations · 21 across the 3 of their papers we have counts for
3 papers
stat.CO2013★ 4 cited
Parameter Estimation in Hidden Markov Models with Intractable Likelihoods Using Sequential Monte Carlo
Sinan Yildirim, Sumeetpal Singh, Thomas Dean +1
We propose sequential Monte Carlo based algorithms for maximum likelihood estimation of the static parameters in hidden Markov models with an intractable likelihood using ideas fro…
stat.AP2012
Estimating the Static Parameters in Linear Gaussian Multiple Target Tracking Models
Sinan Yildirim, Lan Jiang, Sumeetpal S. Singh +1
We present both offline and online maximum likelihood estimation (MLE) techniques for inferring the static parameters of a multiple target tracking (MTT) model with linear Gaussian…
math.ST2011★ 17 cited
Asymptotic Behaviour of Approximate Bayesian Estimators
Thomas A. Dean, Sumeetpal S. Singh
Although approximate Bayesian computation (ABC) has become a popular technique for performing parameter estimation when the likelihood functions are analytically intractable there…