A new causal discovery heuristic

DOI10.1007/S10472-018-9575-0zbMath1395.68239OpenAlexW2790618411WikidataQ130125467 ScholiaQ130125467MaRDI QIDQ722096

S. Armagan Tarim, Steven Prestwich, Ibrahim Ozkan

Publication date: 20 July 2018

Published in: Annals of Mathematics and Artificial Intelligence (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1007/s10472-018-9575-0

zbMATH Keywords

causalityunimodalityrandomnesspatterns of correlation

Mathematics Subject Classification ID

Foundations and philosophical topics in statistics (62A01) Learning and adaptive systems in artificial intelligence (68T05) Problem solving in the context of artificial intelligence (heuristics, search strategies, etc.) (68T20)

Uses Software

• R
• UCI-ml
• TETRAD
• CauseEffectPairs
• CAM

Cites Work

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• Information-geometric approach to inferring causal directions
• CAM: causal additive models, high-dimensional order search and penalized regression
• Causation, prediction, and search
• Hedonic housing prices and the demand for clean air
• A data-driven software tool for enabling cooperative information sharing among police departments
• The computational complexity of probabilistic inference using Bayesian belief networks
• The Mean, Median, and Mode of Unimodal Distributions:A Characterization
• Nonstationary Time Series, Cointegration, and the Principle of the Common Cause
• Investigating Causal Relations by Econometric Models and Cross-spectral Methods

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