SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 801–810 of 1237 papers

TitleStatusHype
RIFLE: Imputation and Robust Inference from Low Order MarginalsCode0
Multiple imputation and test-wise deletion for causal discovery with incomplete cohort dataCode0
Multimodal Data Fusion in High-Dimensional Heterogeneous Datasets via Generative ModelsCode0
Revisiting Event Study Designs: Robust and Efficient EstimationCode1
Influence-guided Data Augmentation for Neural Tensor CompletionCode0
A computational study on imputation methods for missing environmental data—0
Predicting Status of Pre and Post M&A Deals Using Machine Learning and Deep Learning Techniques—0
Categorical EHR Imputation with Generative Adversarial Nets—0
Missingness Augmentation: A General Approach for Improving Generative Imputation ModelsCode0
Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural NetworksCode1
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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