SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 971–980 of 1237 papers

TitleStatusHype
VAEs in the Presence of Missing DataCode1
Handling missing data in model-based clustering—0
GAMIN: Generative Adversarial Multiple Imputation Network for Highly Missing Data—0
Imitative Non-Autoregressive Modeling for Trajectory Forecasting and Imputation—0
Path Imputation Strategies for Signature Models of Irregular Time SeriesCode0
Stacked Bidirectional and Unidirectional LSTM Recurrent Neural Network for Forecasting Network-wide Traffic State with Missing Values—0
Lung Segmentation from Chest X-rays using Variational Data ImputationCode1
Neural ODEs for Informative Missingness in Multivariate Time Series—0
Simultaneous imputation and disease classification in incomplete medical datasets using Multigraph Geometric Matrix Completion (MGMC)Code1
Multiple Imputation for Biomedical Data using Monte Carlo Dropout Autoencoders—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