SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 571–580 of 1237 papers

TitleStatusHype
FedRecon: Missing Modality Reconstruction in Distributed Heterogeneous Environments—0
Conditional Generation of Periodic Signals with Fourier-Based Decoder—0
Fed-MIWAE: Federated Imputation of Incomplete Data via Deep Generative Models—0
Federated Learning over Harmonized Data Silos—0
Federated Expectation Maximization with heterogeneity mitigation and variance reduction—0
A comprehensive survey on computational learning methods for analysis of gene expression data—0
Federated-EM with heterogeneity mitigation and variance reduction—0
Feature Selection Approach with Missing Values Conducted for Statistical Learning: A Case Study of Entrepreneurship Survival Dataset—0
Compound Density Networks for Risk Prediction using Electronic Health Records—0
FCMI: Feature Correlation based Missing Data Imputation—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