Search Results for author: Yiran Dong

Found 3 papers, 1 papers with code

Causal Structure Learning by Using Intersection of Markov Blankets

1 code implementation1 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).

Gaussian mixture modeling of nodes in Bayesian network according to maximal parental cliques

no code implementations20 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.

ELBD: Efficient score algorithm for feature selection on latent variables of VAE

no code implementations15 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.

Dimensionality Reduction feature selection

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