Kenneth Bollen

3 papers · 2011–2023 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Half 🌉 Interdisciplinary Bridge · Bronze 🐣 Hot Topic Early Bird 🧭 Keyword Pioneer

Venues

JMLR (2) AISTATS (1)

Top co-authors

Shohei Shimizu (2) Yoshinobu Kawahara (1) Takanori Inazumi (1) Patrik O. Hoyer (1) Takashi Washio (1) Ankur Ankan (1) Yasuhiro Sogawa (1) Inge Wortel (1) Aapo Hyvärinen (1) Johannes Textor (1)

Research topics

Artificial Intelligence (3) Machine Learning (3) Core AI (3) Optimization & Theory (2) Mathematics & Optimization (1) Core Methods (1) Mathematics (1)

Keywords

structural equation model (3) causal inference (2) bayesian estimation (1) bayesian network (1) graphical model (1) latent variable (1) linear model (1) parameter identification (1) instrumental variable (1) latent confounder (1) non-gaussian distribution (1) causal discovery (1)

Papers

Combining Graphical and Algebraic Approaches for Parameter Identification in Latent Variable Structural Equation Models AISTATS 2023 Bayesian Estimation of Causal Direction in Acyclic Structural Equation Models with Individual-specific Confounder Variables and Non-Gaussian Distributions JMLR 2014 DirectLiNGAM: A Direct Method for Learning a Linear Non-Gaussian Structural Equation Model JMLR 2011