SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 731–740 of 1237 papers

TitleStatusHype
Missing Features Reconstruction Using a Wasserstein Generative Adversarial Imputation Network—0
Missing Modalities Imputation via Cascaded Residual Autoencoder—0
A Kernel to Exploit Informative Missingness in Multivariate Time Series from EHRs—0
AI-Augmented Surveys: Leveraging Large Language Models and Surveys for Opinion Prediction—0
Missing Value Estimation using Clustering and Deep Learning within Multiple Imputation Framework—0
Missing Value Imputation Based on Deep Generative Models—0
Time series cluster kernels to exploit informative missingness and incomplete label information—0
Avocado Price Prediction Using a Hybrid Deep Learning Model: TCN-MLP-Attention Architecture—0
Missing value imputation with adversarial random forests -- MissARF—0
Missing Value Imputation With Unsupervised Backpropagation—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