Identifying Causal Effects with Computer Algebra

Identifying Causal Effects with Computer Algebra

22 July 2010

Sarah Spielvogel

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Papers citing "Identifying Causal Effects with Computer Algebra"

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Title
Trek-Based Parameter Identification for Linear Causal Models With Arbitrarily Structured Latent Variables Nils Sturma Mathias Drton CML 65 0 0 24 Jul 2025
Causal Effect Identification in lvLiNGAM from Higher-Order Cumulants D. Tramontano Yaroslav Kivva Saber Salehkaleybar Mathias Drton Negar Kiyavash CML 229 0 0 05 Jun 2025
On the Complexity of Identification in Linear Structural Causal Models Julian Dörfler Benito van der Zander Markus Bläser Maciej Liskiewicz CML 120 0 0 17 Jul 2024
Parameter identification in linear non-Gaussian causal models under general confounding D. Tramontano Mathias Drton Jalal Etesami CML 227 3 0 31 May 2024
Identification for Tree-shaped Structural Causal Models in Polynomial TimeAAAI Conference on Artificial Intelligence (AAAI), 2023 Aaryan Gupta Markus Bläser 119 1 0 23 Nov 2023
Identification in Tree-shaped Linear Structural Causal ModelsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2022 Benito van der Zander Marcel Wienöbst Markus Bläser Maciej Liskiewicz CML 121 2 0 03 Mar 2022
Half-Trek Criterion for Identifiability of Latent Variable ModelsAnnals of Statistics (Ann. Stat.), 2022 Rina Foygel Barber Mathias Drton Nils Sturma Luca Weihs CML 170 12 0 12 Jan 2022
Efficient Identification in Linear Structural Causal Models with Instrumental CutsetsNeural Information Processing Systems (NeurIPS), 2019 D. Kumor Bryant Chen Elias Bareinboim CML 125 11 0 29 Oct 2019
Algebraic Equivalence of Linear Structural Equation Models T. V. Ommen Joris M. Mooij 141 5 0 10 Jul 2018
Algebraic Problems in Structural Equation Modeling Mathias Drton 156 49 0 18 Dec 2016
Causal inference via algebraic geometry: feasibility tests for functional causal structures with two binary observed variables Ciarán M. Gilligan-Lee Robert W. Spekkens CML 158 41 0 12 Jun 2015
Identifiability of directed Gaussian graphical models with one latent source Dennis Leung Mathias Drton Hisayuki Hara CML 140 16 0 07 May 2015
Graphical models in Macaulay2 Luis David García-Puente S. Petrović S. Sullivant TPM 235 1 0 31 Aug 2012
Binary hidden Markov models and varieties Andrew Critch 311 7 0 03 Jun 2012
Half-trek criterion for generic identifiability of linear structural equation models Rina Foygel J. Draisma Mathias Drton CML 243 85 0 27 Jul 2011