174 citations · 970 across the 33 of their papers we have counts for
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stat.ML2012★ 6 cited
Bayesian Structure Learning for Markov Random Fields with a Spike and Slab Prior
Yutian Chen, Max Welling
In recent years a number of methods have been developed for automatically learning the (sparse) connectivity structure of Markov Random Fields. These methods are mostly based on L1…
cs.LG2012★ 34 cited
Super-Samples from Kernel Herding
Yutian Chen, Max Welling, Alex Smola
We extend the herding algorithm to continuous spaces by using the kernel trick. The resulting "kernel herding" algorithm is an infinite memory deterministic process that learns to…