SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 531–540 of 1237 papers

TitleStatusHype
General Causal Imputation via Synthetic Interventions—0
Convolutional generative adversarial imputation networks for spatio-temporal missing data in storm surge simulations—0
GEDI: A Graph-based End-to-end Data Imputation Framework—0
Convolutional Bipartite Attractor Networks—0
A technical review of multi-omics data integration methods: from classical statistical to deep generative approaches—0
Gaussian process imputation of multiple financial series—0
Convergence Properties of Kronecker Graphical Lasso Algorithms—0
GATGPT: A Pre-trained Large Language Model with Graph Attention Network for Spatiotemporal Imputation—0
Controllable Missingness from Uncontrollable Missingness: Joint Learning Measurement Policy and Imputation—0
A Taxonomy of Big Data for Optimal Predictive Machine Learning and Data Mining—0
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All datasetsHMNISTPhysioNet Challenge 2012Sprites

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.96—Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)MSE0—Unverified