141 citations · 416 across the 15 of their papers we have counts for
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stat.ML2016★ 3 cited
Consistent Kernel Mean Estimation for Functions of Random Variables
Carl-Johann Simon-Gabriel, Adam Ścibior, Ilya Tolstikhin +1
We provide a theoretical foundation for non-parametric estimation of functions of random variables using kernel mean embeddings. We show that for any continuous function , consi…
stat.ML2016★ 28 cited
Kernel Distribution Embeddings: Universal Kernels, Characteristic Kernels and Kernel Metrics on Distributions
Carl-Johann Simon-Gabriel, Bernhard Schölkopf
Kernel mean embeddings have recently attracted the attention of the machine learning community. They map measures from some set to functions in a reproducing kernel Hilbert…