Causal Discovery in Linear Structural Causal Models with Deterministic Relations

Yuqin Yang; Mohamed Nafea; Amir Emad Ghassami; Negar Kiyavash

Causal Discovery in Linear Structural Causal Models with Deterministic Relations

Yuqin Yang
, Mohamed Nafea
, Amir Emad Ghassami
, Negar Kiyavash

Georgia Institute of Technology
University of Detroit Mercy
Johns Hopkins University
Swiss Federal Institute of Technology Lausanne

Research output: Contribution to journal › Conference article › peer-review

Original language	English
Pages (from-to)	944-993
Number of pages	50
Journal	Proceedings of Machine Learning Research
Volume	177
State	Published - 2022
Externally published	Yes
Event	1st Conference on Causal Learning and Reasoning, CLeaR 2022 - Eureka, United States Duration: Apr 11 2022 → Apr 13 2022

ASJC Scopus Subject Areas

Artificial Intelligence
Software
Control and Systems Engineering
Statistics and Probability

Keywords

Blind Source Separation
Causal Discovery
Deterministic Relations
Structural Causal Models

Cite this

@article{de16ed8b373b4a4a9d1ae6be6cbbec4e,

title = "Causal Discovery in Linear Structural Causal Models with Deterministic Relations",

keywords = "Blind Source Separation, Causal Discovery, Deterministic Relations, Structural Causal Models",

author = "Yuqin Yang and Mohamed Nafea and Ghassami, \{Amir Emad\} and Negar Kiyavash",

note = "Publisher Copyright: {\textcopyright} 2022 Y. Yang, M. Nafea, A. Ghassami \& N. Kiyavash.; 1st Conference on Causal Learning and Reasoning, CLeaR 2022 ; Conference date: 11-04-2022 Through 13-04-2022",

year = "2022",

language = "English",

volume = "177",

pages = "944--993",

journal = "Proceedings of Machine Learning Research",

issn = "2640-3498",

}

TY - JOUR

T1 - Causal Discovery in Linear Structural Causal Models with Deterministic Relations

AU - Yang, Yuqin

AU - Nafea, Mohamed

AU - Ghassami, Amir Emad

AU - Kiyavash, Negar

PY - 2022

Y1 - 2022

KW - Blind Source Separation

KW - Causal Discovery

KW - Deterministic Relations

KW - Structural Causal Models

UR - https://www.scopus.com/pages/publications/85164537269

UR - https://www.scopus.com/pages/publications/85164537269#tab=citedBy

M3 - Conference article

AN - SCOPUS:85164537269

SN - 2640-3498

VL - 177

SP - 944

EP - 993

JO - Proceedings of Machine Learning Research

JF - Proceedings of Machine Learning Research

T2 - 1st Conference on Causal Learning and Reasoning, CLeaR 2022

Y2 - 11 April 2022 through 13 April 2022

ER -

Causal Discovery in Linear Structural Causal Models with Deterministic Relations

ASJC Scopus Subject Areas

Keywords

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Cite this