SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 801–810 of 1237 papers

TitleStatusHype
Multivariate Time Series Imputation with Generative Adversarial Networks—0
Xputer: Bridging Data Gaps with NMF, XGBoost, and a Streamlined GUI Experience—0
Ensemble Learning for Fusion of Multiview Vision with Occlusion and Missing Information: Framework and Evaluations with Real-World Data and Applications in Driver Hand Activity Recognition—0
Total Error and Variability Measures for the Quarterly Workforce Indicators and LEHD Origin-Destination Employment Statistics in OnTheMap—0
A DNA Methylation Classification Model Predicts Organ and Disease Site—0
Multi-View Variational Autoencoder for Missing Value Imputation in Untargeted Metabolomics—0
MUSE-Net: Missingness-aware mUlti-branching Self-attention Encoder for Irregular Longitudinal Electronic Health Records—0
Automated data processing and feature engineering for deep learning and big data applications: a survey—0
Towards a methodology for addressing missingness in datasets, with an application to demographic health datasets—0
Negative-Binomial Randomized Gamma Markov Processes for Heterogeneous Overdispersed Count Time Series—0
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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