SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 1131–1140 of 1237 papers

TitleStatusHype
Development and Evaluation of Recurrent Neural Network based Models for Hourly Traffic Volume and AADT Prediction—0
Missing Value Imputation Based on Deep Generative Models—0
Semi-supervised Deep Generative Modelling of Incomplete Multi-Modality Emotional Data—0
Propensity score estimation using classification and regression trees in the presence of missing covariate data—0
Handling Incomplete Heterogeneous Data using VAEsCode0
Multi-Task Learning with Incomplete Data for Healthcare—0
Handling missing values: A study of popular imputation packages in R—0
GAIN: Missing Data Imputation using Generative Adversarial NetsCode1
Variational Autoencoder with Arbitrary ConditioningCode0
BRITS: Bidirectional Recurrent Imputation for Time SeriesCode0
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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