SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 641–650 of 1237 papers

TitleStatusHype
Blockwise Principal Component Analysis for monotone missing data imputation and dimensionality reduction—0
ST-GIN: An Uncertainty Quantification Approach in Traffic Data Imputation with Spatio-temporal Graph Attention and Bidirectional Recurrent United Neural Networks—0
Correlation visualization under missing values: a comparison between imputation and direct parameter estimation methods—0
AmGCL: Feature Imputation of Attribute Missing Graph via Self-supervised Contrastive Learning—0
Learning Missing Modal Electronic Health Records with Unified Multi-modal Data Embedding and Modality-Aware Attention—0
MISNN: Multiple Imputation via Semi-parametric Neural Networks—0
Diffusion Models for Time Series Applications: A Survey—0
Double and Single Descent in Causal Inference with an Application to High-Dimensional Synthetic ControlCode0
Predicting blood pressure under circumstances of missing data: An analysis of missing data patterns and imputation methods using NHANESCode0
Algorithmic Recourse with Missing Values—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