215 citations · 613 across the 19 of their papers we have counts for
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stat.ML2011★ 191 cited
Additive Gaussian Processes
David Duvenaud, Hannes Nickisch, Carl Edward Rasmussen
We introduce a Gaussian process model of functions which are additive. An additive function is one which decomposes into a sum of low-dimensional functions, each depending on only…
stat.ML2011★ 8 cited
Multiple Kernel Learning: A Unifying Probabilistic Viewpoint
Hannes Nickisch, Matthias Seeger
We present a probabilistic viewpoint to multiple kernel learning unifying well-known regularised risk approaches and recent advances in approximate Bayesian inference relaxations.…