581 citations · 1.5k across the 65 of their papers we have counts for
3 papers · 1 filter
Kernel Mean Estimation and Stein's Effect
Krikamol Muandet, Kenji Fukumizu, Bharath Sriperumbudur +2
A mean function in reproducing kernel Hilbert space, or a kernel mean, is an important part of many applications ranging from kernel principal component analysis to Hilbert-space e…
One-Class Support Measure Machines for Group Anomaly Detection
Krikamol Muandet, Bernhard Schölkopf
We propose one-class support measure machines (OCSMMs) for group anomaly detection which aims at recognizing anomalous aggregate behaviors of data points. The OCSMMs generalize wel…
Domain Generalization via Invariant Feature Representation
Krikamol Muandet, David Balduzzi, Bernhard Schölkopf
This paper investigates domain generalization: How to take knowledge acquired from an arbitrary number of related domains and apply it to previously unseen domains? We propose Doma…