Reliable Causal Discovery with Improved Exact Search and Weaker Assumptions

Mathematics

• Weaker Assumption 100%
• Causal Discovery 100%
• Numerical Experiment 50%
• Gaussian Distribution 50%
• Asymptotics 50%
• Estimation Method 50%
• Search Space 50%
• score function ψ 50%
• Local Search 50%
• Bayesian Network 50%
• Apply It 50%
• Search Strategy 50%
• Structure Learning 50%
• Inverse Covariance Matrix 50%

Keyphrases

• Weak Assumption 100%
• Causal Discovery 100%
• Exact Search 100%
• Numerical Experiments 25%
• Estimation Method 25%
• Large Graphs 25%
• Well-defined 25%
• Search Methods 25%
• Search Space 25%
• Local Clusters 25%
• Bayesian Network Structure Learning 25%
• Score Function 25%
• Suboptimal Solutions 25%
• Local Search Algorithm 25%
• Discovery Method 25%
• Inverse Covariance Matrix 25%
• Score-based Methods 25%
• Asymptotic Correctness 25%
• Two-hop 25%
• Structure Estimation 25%

Computer Science

• Search Space 100%
• bayesian network structure 100%
• Structure Learning 100%
• Covariance Matrix 100%
• Score Function 100%
• Search Strategy 100%
• Estimation Method 100%