User: Guest  Login
Title:

Rank-Based Causal Discovery for Post-Nonlinear Models

Document type:
Zeitschriftenaufsatz
Author(s):
Keropyan, Grigor; Strieder, David; Drton, Mathias
Abstract:
Learning causal relationships from empirical observations is a central task in scientific research. A common method is to employ structural causal models that postulate noisy functional relations among a set of interacting variables. To ensure unique identifiability of causal directions, researchers consider restricted subclasses of structural causal models. Post-nonlinear (PNL) causal models constitute one of the most flexible options for such restricted subclasses, containing in particular the...     »
Dewey Decimal Classification:
510 Mathematik
Journal title:
Preprint
Year:
2023
Year / month:
2023-02
Quarter:
1. Quartal
Month:
Feb
Language:
en
Fulltext / DOI:
doi:10.48550/ARXIV.2302.12341
Publisher:
arXiv
Submitted:
23.02.2023
Semester:
WS 22-23
TUM Institution:
Lehrstuhl für Mathematische Statistik
Format:
Text
 BibTeX