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SESA: Missing Data Imputation Based on Structural Equation Modeling Enhanced with Self-Attention

What's SESA?

An innovative approach that amalgamates the strengths of Full Information Maximum Likelihood (FIML) estimation with the capabilities of Self-Attention neural networks.

Why SESA?

Our comprehensive experiments on both simulated and real-world datasets underscore SESA’s pronounced advantages over traditional baseline techniques, encapsulating facets of accuracy, computational efficiency, and adaptability to diverse data structures. Especially on small and middle size dataset.

SESA paper (Under Review)

In the folder /paper, or see it at arXiv.

SESA code (Will be updated soon. Bcz I am struggling on another paper. At present, the old version of SESA is FOSA_v2.)

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