SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 821–830 of 1237 papers

TitleStatusHype
A Mechanism for Producing Aligned Latent Spaces with Autoencoders—0
FCMI: Feature Correlation based Missing Data Imputation—0
Temporal Graph Signal Decomposition—0
Image Inpainting Using Wasserstein Generative Adversarial Imputation NetworkCode0
Multiple Organ Failure Prediction with Classifier-Guided Generative Adversarial Imputation Networks—0
Robust and Heterogenous Odds Ratio: Estimating Price Sensitivity for Unbought Items—0
Crowdsourcing via Annotator Co-occurrence Imputation and Provable Symmetric Nonnegative Matrix Factorization—0
Short-term forecasting of global solar irradiance with incomplete data—0
Fair Classification with Adversarial PerturbationsCode0
EMFlow: Data Imputation in Latent Space via EM and Deep Flow Models—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