SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 201–210 of 1237 papers

TitleStatusHype
AmGCL: Feature Imputation of Attribute Missing Graph via Self-supervised Contrastive Learning—0
A Structured Prediction Approach for Missing Value Imputation—0
A step towards the integration of machine learning and small area estimation—0
A method for comparing multiple imputation techniques: a case study on the U.S. National COVID Cohort Collaborative—0
A Data-Driven Analytical Framework of Estimating Multimodal Travel Demand Patterns using Mobile Device Location Data—0
A Bayesian Perspective on Uncertainty Quantification for Estimated Graph Signals—0
Composable Generative Models—0
Artificial Neural Networks to Impute Rounded Zeros in Compositional Data—0
A robust deep learning-based damage identification approach for SHM considering missing data—0
Comparison of Missing Data Imputation Methods using the Framingham Heart study dataset—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