101 citations · 214 across the 17 of their papers we have counts for
3 papers · 1 filter
Large-Scale Kernel Methods for Independence Testing
Qinyi Zhang, Sarah Filippi, Arthur Gretton +1
Representations of probability measures in reproducing kernel Hilbert spaces provide a flexible framework for fully nonparametric hypothesis tests of independence, which can captur…
Considerate Approaches to Achieving Sufficiency for ABC model selection
Chris Barnes, Sarah Filippi, Michael P. H. Stumpf +1
For nearly any challenging scientific problem evaluation of the likelihood is problematic if not impossible. Approximate Bayesian computation (ABC) allows us to employ the whole Ba…
On optimality of kernels for approximate Bayesian computation using sequential Monte Carlo
Sarah Filippi, Chris Barnes, Julien Cornebise +1
Approximate Bayesian computation (ABC) has gained popularity over the past few years for the analysis of complex models arising in population genetic, epidemiology and system biolo…