SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 901–910 of 1237 papers

TitleStatusHype
IFGAN: Missing Value Imputation using Feature-specific Generative Adversarial Networks—0
Artificial Neural Networks to Impute Rounded Zeros in Compositional Data—0
Hard and Soft EM in Bayesian Network Learning from Incomplete DataCode0
Semi-Supervised Off Policy Reinforcement Learning—0
A Data-Driven Analytical Framework of Estimating Multimodal Travel Demand Patterns using Mobile Device Location Data—0
Machine learning with incomplete datasets using multi-objective optimization models—0
Domain Adaptation with Incomplete Target Domains—0
An Empirical Study of the Downstream Reliability of Pre-Trained Word Embeddings—0
Imputation of Missing Data with Class Imbalance using Conditional Generative Adversarial Networks—0
Matrix Inference and Estimation in Multi-Layer ModelsCode0
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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