750 citations · 1.4k across the 30 of their papers we have counts for
3 papers · 1 filter
Learning Causal Graphs in Manufacturing Domains using Structural Equation Models
Maximilian Kertel, Stefan Harmeling, Markus Pauly
Many production processes are characterized by numerous and complex cause-and-effect relationships. Since they are only partially known they pose a challenge to effective process c…
Computing Functions of Random Variables via Reproducing Kernel Hilbert Space Representations
Bernhard Schölkopf, Krikamol Muandet, Kenji Fukumizu +1
We describe a method to perform functional operations on probability distributions of random variables. The method uses reproducing kernel Hilbert space representations of probabil…
How to Explain Individual Classification Decisions
David Baehrens, Timon Schroeter, Stefan Harmeling +3
After building a classifier with modern tools of machine learning we typically have a black box at hand that is able to predict well for unseen data. Thus, we get an answer to the…