Search Results for author: Tetyana Pavlenko

Found 2 papers, 2 papers with code

Sequential sampling of junction trees for decomposable graphs

1 code implementation2 Jun 2018 Jimmy Olsson, Tetyana Pavlenko, Felix L. Rios

On the other hand, the junction-tree collapser provides a complementary operation for removing vertices in the underlying decomposable graph of a junction tree, while maintaining the junction tree property.

Statistics Theory Discrete Mathematics Combinatorics Statistics Theory

Bayesian inference in decomposable graphical models using sequential Monte Carlo methods

1 code implementation31 May 2018 Jimmy Olsson, Tetyana Pavlenko, Felix L. Rios

The theoretical properties of the algorithm are investigated, showing in particular that the refreshment step improves the algorithm performance in terms of asymptotic variance of the estimated distribution.

Statistics Theory Statistics Theory

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