Thomas Guilmeau

activity

20222026

most citedRegularized Rényi divergence minimization through Bregman proximal gradient algorithms

2 citations · 3 across the 6 of their papers we have counts for

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Showing 2023Show all

2 papers · 1 filter

stat.CO2023

Adaptive importance sampling for heavy-tailed distributions via $α$ -divergence minimization

Thomas Guilmeau, Nicola Branchini, Emilie Chouzenoux +1

Adaptive importance sampling (AIS) algorithms are widely used to approximate expectations with respect to complicated target probability distributions. When the target has heavy ta…

math.ST2023

On variational inference and maximum likelihood estimation with the λ-exponential family

Thomas Guilmeau, Emilie Chouzenoux, Víctor Elvira

The λ-exponential family has recently been proposed to generalize the exponential family. While the exponential family is well-understood and widely used, this it not the case of t…

Adaptive importance sampling for heavy-tailed distributions via α-divergence minimization

On variational inference and maximum likelihood estimation with the λ-exponential family

Adaptive importance sampling for heavy-tailed distributions via $α$ -divergence minimization