SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 981–990 of 1237 papers

TitleStatusHype
Concept Drift Detection: Dealing with MissingValues via Fuzzy Distance EstimationsCode0
Scalable Low-Rank Tensor Learning for Spatiotemporal Traffic Data Imputation—0
scGNN: scRNA-seq Dropout Imputation via Induced Hierarchical Cell Similarity Graph—0
Total Error and Variability Measures for the Quarterly Workforce Indicators and LEHD Origin-Destination Employment Statistics in OnTheMap—0
Predicting feature imputability in the absence of ground truth—0
An Efficient Data Imputation Technique for Human Activity Recognition—0
Does imputation matter? Benchmark for predictive models—0
NeuMiss networks: differentiable programming for supervised learning with missing values—0
Incremental Bayesian tensor learning for structural monitoring data imputation and response forecasting—0
Tomographic Auto-Encoder: Unsupervised Bayesian Recovery of Corrupted Data—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