Niklas Pfister

activity

20162026

most citedLearning stable and predictive structures in kinetic systems: Benefits of a causal approach

38 citations · 62 across the 16 of their papers we have counts for

collaborators

Showing math.STShow all

2 papers · 1 filter

math.ST2017

Invariant Causal Prediction for Sequential Data

Niklas Pfister, Peter Bühlmann, Jonas Peters

We investigate the problem of inferring the causal predictors of a response $Y$ from a set of $d$ explanatory variables $(X^{1}, \dots, X^{d})$ . Classical ordinary least squares regressi…

math.ST2016

Kernel-based Tests for Joint Independence

Niklas Pfister, Peter Bühlmann, Bernhard Schölkopf +1

We investigate the problem of testing whether $d$ random variables, which may or may not be continuous, are jointly (or mutually) independent. Our method builds on ideas of the two…