SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 631–640 of 1237 papers

TitleStatusHype
Temporal Graph Signal Decomposition—0
Learning from Partially-Observed Multimodal Data with Variational Autoencoders—0
Learning Individual Models for Imputation (Technical Report)—0
Learning Missing Modal Electronic Health Records with Unified Multi-modal Data Embedding and Modality-Aware Attention—0
Learning Multivariate CDFs and Copulas using Tensor Factorization—0
Learning Representations for Incomplete Time Series Clustering—0
Learning representations for multivariate time series with missing data using Temporal Kernelized Autoencoders—0
Learning spatiotemporal features from incomplete data for traffic flow prediction using hybrid deep neural networks—0
What’s a good imputation to predict with missing values?—0
Extended Missing Data Imputation via GANs for Ranking Applications—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