SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 231–240 of 1237 papers

TitleStatusHype
Integrated Analysis for Electronic Health Records with Structured and Sporadic MissingnessCode0
Integrative Analysis and Imputation of Multiple Data Streams via Deep Gaussian ProcessesCode0
GUIDE-VAE: Advancing Data Generation with User Information and Pattern DictionariesCode0
Convolve and Conquer: Data Comparison with Wiener FiltersCode0
Graph Markov Network for Traffic Forecasting with Missing DataCode0
Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature ScalesCode0
Handling Incomplete Heterogeneous Data using VAEsCode0
Auditing Black-Box Prediction Models for Data Minimization ComplianceCode0
Ghost Imputation: Accurately Reconstructing Missing Data of the Off PeriodCode0
Are deep learning models superior for missing data imputation in large surveys? Evidence from an empirical comparisonCode0
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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