SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 591–600 of 1237 papers

TitleStatusHype
Deep Amortized Variational Inference for Multivariate Time Series Imputation with Latent Gaussian Process Models—0
Deconvolutional Networks on Graph Data—0
Deep Neural Imputation: A Framework for Recovering Incomplete Brain Recordings—0
IoT-Based Environmental Control System for Fish Farms with Sensor Integration and Machine Learning Decision Support—0
IRTCI: Item Response Theory for Categorical Imputation—0
Is Precise Recovery Necessary? A Task-Oriented Imputation Approach for Time Series Forecasting on Variable Subset—0
Imputation Strategies for Rightcensored Wages in Longitudinal Datasets—0
Iterated geometric harmonics for data imputation and reconstruction of missing data—0
Imputation of Time-varying Edge Flows in Graphs by Multilinear Kernel Regression and Manifold Learning—0
Learning Cyclic Causal Models from Incomplete 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