484 citations · 1.1k across the 13 of their papers we have counts for
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stat.ME2016★ 5 cited
Automatic monotonicity detection for Gaussian Processes
Eero Siivola, Juho Piironen, Aki Vehtari
We propose a new method for automatically detecting monotonic input-output relationships from data using Gaussian Process (GP) models with virtual derivative observations. Our resu…
stat.ME2016★ 32 cited
On the Hyperprior Choice for the Global Shrinkage Parameter in the Horseshoe Prior
Juho Piironen, Aki Vehtari
The horseshoe prior has proven to be a noteworthy alternative for sparse Bayesian estimation, but as shown in this paper, the results can be sensitive to the prior choice for the g…