SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 1011–1020 of 1237 papers

TitleStatusHype
Learning Individual Models for Imputation (Technical Report)—0
Establishing strong imputation performance of a denoising autoencoder in a wide range of missing data problems—0
Imputation of missing sub-hourly precipitation data in a large sensor network: a machine learning approach—0
Generative Partial Multi-View Clustering—0
A Nonconvex Low-Rank Tensor Completion Model for Spatiotemporal Traffic Data Imputation—0
Unified Multi-Domain Learning and Data Imputation using Adversarial Autoencoder—0
A Supervised Machine Learning Model For Imputing Missing Boarding Stops In Smart Card Data—0
Uncertainty-Aware Variational-Recurrent Imputation Network for Clinical Time SeriesCode0
A Kernel to Exploit Informative Missingness in Multivariate Time Series from EHRs—0
MissDeepCausal: Causal Inference from Incomplete Data Using Deep Latent Variable ModelsCode0
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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