SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 461–470 of 1237 papers

TitleStatusHype
IMAGIC-500: IMputation benchmark on A Generative Imaginary Country (500k samples)Code0
Graph-Based Semi-Supervised Learning with Non-ignorable Non-responseCode0
Data Augmentation for Sparse Multidimensional Learning Performance Data Using Generative AICode0
Addressing Discretization-Induced Bias in Demographic PredictionCode0
Gene Regulatory Network Inference in the Presence of Dropouts: a Causal ViewCode0
Uncertainty Calibration for Counterfactual Propensity Estimation in RecommendationCode0
HexaGAN: Generative Adversarial Nets for Real World ClassificationCode0
Machine-assisted quantitizing designs: augmenting humanities and social sciences with artificial intelligenceCode0
Prediction of Lung Metastasis from Hepatocellular Carcinoma using the SEER DatabaseCode0
Directly Handling Missing Data in Linear Discriminant Analysis for Enhancing Classification Accuracy and InterpretabilityCode0
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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