SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 601–610 of 1237 papers

TitleStatusHype
Ae^2I: A Double Autoencoder for Imputation of Missing Values—0
Multiple-level Point Embedding for Solving Human Trajectory Imputation with Prediction—0
Modeling Sequential Recommendation as Missing Information ImputationCode0
Chains of Autoreplicative Random Forests for missing value imputation in high-dimensional datasets—0
Causally-Aware Intraoperative Imputation for Overall Survival Time Prediction—0
Robust and Scalable Gaussian Process Regression and Its ApplicationsCode0
PulseImpute: A Novel Benchmark Task for Pulsative Physiological Signal ImputationCode1
Explainability as statistical inference—0
Data Imputation with Iterative Graph ReconstructionCode1
Shared Differential Clustering across Single-cell RNA Sequencing Datasets with the Hierarchical Dirichlet Process—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