SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 371–380 of 1237 papers

TitleStatusHype
A joint model of unpaired data from scRNA-seq and spatial transcriptomics for imputing missing gene expression measurementsCode0
Multimodal Data Fusion in High-Dimensional Heterogeneous Datasets via Generative ModelsCode0
Enhancing Multivariate Time Series-based Solar Flare Prediction with Multifaceted Preprocessing and Contrastive LearningCode0
Multiple Augmented Reduced Rank Regression for Pan-Cancer AnalysisCode0
Graph-Based Semi-Supervised Learning with Non-ignorable Non-responseCode0
EPEM: Efficient Parameter Estimation for Multiple Class Monotone Missing DataCode0
CleanSurvival: Automated data preprocessing for time-to-event models using reinforcement learningCode0
Multiple Imputation with Neural Network Gaussian Process for High-dimensional Incomplete DataCode0
Graph Markov Network for Traffic Forecasting with Missing DataCode0
GUIDE-VAE: Advancing Data Generation with User Information and Pattern DictionariesCode0
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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