SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 331–340 of 1237 papers

TitleStatusHype
TI-ASU: Toward Robust Automatic Speech Understanding through Text-to-speech Imputation Against Missing Speech Modality—0
DPGAN: A Dual-Path Generative Adversarial Network for Missing Data Imputation in GraphsCode0
Machine Learning Techniques with Fairness for Prediction of Completion of Drug and Alcohol Rehabilitation—0
Score matching for sub-Riemannian bridge sampling—0
Explainable LightGBM Approach for Predicting Myocardial Infarction MortalityCode0
Using a Local Surrogate Model to Interpret Temporal Shifts in Global Annual Data—0
Do We Really Need Imputation in AutoML Predictive Modeling?Code0
Predictive Modelling of Air Quality Index (AQI) Across Diverse Cities and States of India using Machine Learning: Investigating the Influence of Punjab's Stubble Burning on AQI Variability—0
BiGCN: Leveraging Cell and Gene Similarities for Single-cell Transcriptome Imputation with Bi-Graph Convolutional NetworksCode0
Generative inpainting of incomplete Euclidean distance matrices of trajectories generated by a fractional Brownian motionCode0
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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