SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 681–690 of 1237 papers

TitleStatusHype
Cost-Sensitive Active Learning for Incomplete DataCode0
STREAMLINE: A Simple, Transparent, End-To-End Automated Machine Learning Pipeline Facilitating Data Analysis and Algorithm ComparisonCode1
Sharing pattern submodels for prediction with missing values—0
Autoencoder-based Attribute Noise Handling Method for Medical DataCode0
Explainable Global Error Weighted on Feature Importance: The xGEWFI metric to evaluate the error of data imputation and data augmentation—0
Classification of datasets with imputed missing values: does imputation quality matter?—0
Deep Neural Imputation: A Framework for Recovering Incomplete Brain Recordings—0
Multi-View Imputation and Cross-Attention Network Based on Incomplete Longitudinal and Multimodal Data for Conversion Prediction of Mild Cognitive ImpairmentCode0
HyperImpute: Generalized Iterative Imputation with Automatic Model SelectionCode1
A method for comparing multiple imputation techniques: a case study on the U.S. National COVID Cohort Collaborative—0
Show:102550
← PrevPage 69 of 124Next →
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