SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 976–1000 of 1237 papers

TitleStatusHype
EPEM: Efficient Parameter Estimation for Multiple Class Monotone Missing DataCode0
TabSim: A Siamese Neural Network for Accurate Estimation of Table Similarity—0
Spatial Classification With Limited Observations Based On Physics-Aware Structural Constraint—0
Generative Adversarial Networks for Spatio-temporal Data: A Survey—0
IGANI: Iterative Generative Adversarial Networks for Imputation with Application to Traffic Data—0
Concept Drift Detection: Dealing with MissingValues via Fuzzy Distance EstimationsCode0
Scalable Low-Rank Tensor Learning for Spatiotemporal Traffic Data Imputation—0
scGNN: scRNA-seq Dropout Imputation via Induced Hierarchical Cell Similarity Graph—0
Total Error and Variability Measures for the Quarterly Workforce Indicators and LEHD Origin-Destination Employment Statistics in OnTheMap—0
Predicting feature imputability in the absence of ground truth—0
An Efficient Data Imputation Technique for Human Activity Recognition—0
Does imputation matter? Benchmark for predictive models—0
NeuMiss networks: differentiable programming for supervised learning with missing values—0
Incremental Bayesian tensor learning for structural monitoring data imputation and response forecasting—0
Tomographic Auto-Encoder: Unsupervised Bayesian Recovery of Corrupted Data—0
ELMV: an Ensemble-Learning Approach for Analyzing Electrical Health Records with Significant Missing Values—0
On Multivariate Singular Spectrum Analysis and its Variants—0
Missing Features Reconstruction Using a Wasserstein Generative Adversarial Imputation Network—0
Analytical Probability Distributions and EM-Learning for Deep Generative Networks—0
Longitudinal Variational Autoencoder—0
Causal Discovery from Incomplete Data using An Encoder and Reinforcement Learning—0
Handling missing data in model-based clustering—0
Imitative Non-Autoregressive Modeling for Trajectory Forecasting and Imputation—0
GAMIN: Generative Adversarial Multiple Imputation Network for Highly Missing Data—0
Path Imputation Strategies for Signature Models of Irregular 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