121 citations · 159 across the 9 of their papers we have counts for
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cs.LG2015★ 12 cited
Bayesian Inference via Approximation of Log-likelihood for Priors in Exponential Family
Tohid Ardeshiri, Umut Orguner, Fredrik Gustafsson
In this paper, a Bayesian inference technique based on Taylor series approximation of the logarithm of the likelihood function is presented. The proposed approximation is devised f…
stat.ML2015★ 5 cited
Gaussian Mixture Reduction Using Reverse Kullback-Leibler Divergence
Tohid Ardeshiri, Umut Orguner, Emre Özkan
We propose a greedy mixture reduction algorithm which is capable of pruning mixture components as well as merging them based on the Kullback-Leibler divergence (KLD). The algorithm…