Kayvan Sadeghi

Hierarchical models for independence structures of networks

2019 · Statistica Neerlandica

We introduce a new family of network models, called hierarchical network models, that allow us to represent in an explicit manner the stochastic dependence among the dyads (random ties) of the network. In particular, each …

Localised Natural Causal Learning Algorithms for Weak Consistency Conditions

2024 · arXiv (Cornell University)

By relaxing conditions for natural structure learning algorithms, a family of constraint-based algorithms containing all exact structure learning algorithms under the faithfulness assumption, we define localised natural structure learning algorithms (LoNS). We also provide a …