Learning Identifiable Gaussian Bayesian Networks in Polynomial Time and
Sample Complexity

Learning Identifiable Gaussian Bayesian Networks in Polynomial Time and Sample Complexity

3 March 2017

Papers citing "Learning Identifiable Gaussian Bayesian Networks in Polynomial Time and Sample Complexity"

14 / 14 papers shown

Title
Optimal estimation of Gaussian (poly)trees Yuhao Wang Ming Gao Wai Ming Tai Bryon Aragam Arnab Bhattacharyya TPM 16 1 0 09 Feb 2024
Bayesian Approach to Linear Bayesian Networks Seyong Hwang Kyoungjae Lee Sunmin Oh Gunwoong Park 24 0 0 27 Nov 2023
Recovering Linear Causal Models with Latent Variables via Cholesky Factorization of Covariance Matrix Yunfeng Cai Xu Li Ming Sun Ping Li CML 19 1 0 01 Nov 2023
Learning bounded-degree polytrees with known skeleton Davin Choo Joy Qiping Yang Arnab Bhattacharyya C. Canonne 18 2 0 10 Oct 2023
Learning DAGs from Data with Few Root Causes Panagiotis Misiakos Chris Wendler Markus Püschel CML 27 10 0 25 May 2023
DAGMA: Learning DAGs via M-matrices and a Log-Determinant Acyclicity Characterization Kevin Bello Bryon Aragam Pradeep Ravikumar 53 78 0 16 Sep 2022
Optimal estimation of Gaussian DAG models Ming Gao W. Tai Bryon Aragam 27 9 0 25 Jan 2022
Efficient Bayesian network structure learning via local Markov boundary search Ming Gao Bryon Aragam 27 17 0 12 Oct 2021
Structure learning in polynomial time: Greedy algorithms, Bregman information, and exponential families Goutham Rajendran Bohdan Kivva Ming Gao Bryon Aragam 21 17 0 10 Oct 2021
Beware of the Simulated DAG! Causal Discovery Benchmarks May Be Easy To Game Alexander G. Reisach C. Seiler S. Weichwald CML 10 136 0 26 Feb 2021
Causality-based Feature Selection: Methods and Evaluations Kui Yu Xianjie Guo Lin Liu Jiuyong Li Hao Wang Zhaolong Ling Xindong Wu CML 16 92 0 17 Nov 2019
Learning linear structural equation models in polynomial time and sample complexity Asish Ghoshal Jean Honorio CML 23 83 0 15 Jul 2017
Causal Inference and Causal Explanation with Background Knowledge Christopher Meek CML 216 626 0 20 Feb 2013
Learning Polytrees S. Dasgupta TPM 59 129 0 23 Jan 2013