SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1001–1010 of 1237 papers

TitleStatusHype
Stacked Bidirectional and Unidirectional LSTM Recurrent Neural Network for Forecasting Network-wide Traffic State with Missing Values—0
Neural ODEs for Informative Missingness in Multivariate Time Series—0
Multiple Imputation for Biomedical Data using Monte Carlo Dropout Autoencoders—0
A Graph Feature Auto-Encoder for the Prediction of Unobserved Node Features on Biological Networks—0
Deep convolutional generative adversarial networks for traffic data imputation encoding time series as images—0
Robust Non-Linear Matrix Factorization for Dictionary Learning, Denoising, and Clustering—0
Ghost Imputation: Accurately Reconstructing Missing Data of the Off PeriodCode0
Multiple imputation using chained random forests: a preliminary study based on the empirical distribution of out-of-bag prediction errorsCode0
Influence of parallel computing strategies of iterative imputation of missing data: a case study on missForestCode0
Model-Free State Estimation Using Low-Rank Canonical Polyadic Decomposition—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