1 code implementation • 1 Jul 2023 • Yiran Dong, Chuanhou Gao
In this paper, we introduce a novel causal structure learning algorithm called Endogenous and Exogenous Markov Blankets Intersection (EEMBI), which combines the properties of Bayesian networks and Structural Causal Models (SCM).
no code implementations • 20 Apr 2022 • Yiran Dong, Chuanhou Gao
This paper uses Gaussian mixture model instead of linear Gaussian model to fit the distribution of every node in Bayesian network.
no code implementations • 15 Nov 2021 • Yiran Dong, Chuanhou Gao
In this paper, we develop the notion of evidence lower bound difference (ELBD), based on which an efficient score algorithm is presented to implement feature selection on latent variables of VAE and its variants.