SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 841–850 of 1237 papers

TitleStatusHype
Fairness in Missing Data Imputation—0
Reconstruction of Sentinel-2 Time Series Using Robust Gaussian Mixture Models -- Application to the Detection of Anomalous Crop Development in wheat and rapeseed crops—0
Multilevel Stochastic Optimization for Imputation in Massive Medical Data Records—0
Simultaneous Missing Value Imputation and Structure Learning with Groups—0
IB-GAN: A Unified Approach for Multivariate Time Series Classification under Class Imbalance—0
CoRGi: Content-Rich Graph Neural Networks with Attention—0
EnsembleNTLDetect: An Intelligent Framework for Electricity Theft Detection in Smart Grid—0
TSK Fuzzy System Towards Few Labeled Incomplete Multi-View Data Classification—0
IA-MARL: Imputation Assisted Multi-Agent Reinforcement Learning for Missing Training Data—0
Variational Inference for Discriminative Learning with Generative Modeling of Feature Incompletion—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