581 citations · 1.5k across the 65 of their papers we have counts for
Showing math.STShow all
3 papers · 1 filter
math.ST2022★ 1 cited
Towards Empirical Process Theory for Vector-Valued Functions: Metric Entropy of Smooth Function Classes
Junhyung Park, Krikamol Muandet
This paper provides some first steps in developing empirical process theory for functions taking values in a vector space. Our main results provide bounds on the entropy of classes…
math.ST2020★ 6 cited
Kernel Conditional Moment Test via Maximum Moment Restriction
Krikamol Muandet, Wittawat Jitkrittum, Jonas Kübler
We propose a new family of specification tests called kernel conditional moment (KCM) tests. Our tests are built on a novel representation of conditional moment restrictions in a r…
math.ST2016★ 4 cited
Minimax Estimation of Kernel Mean Embeddings
Ilya Tolstikhin, Bharath Sriperumbudur, Krikamol Muandet
In this paper, we study the minimax estimation of the Bochner integral also called as the kernel mean embedding, based on random s…