SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 826–850 of 1237 papers

TitleStatusHype
Model-based Clustering with Missing Not At Random DataCode0
DeepFIB: Self-Imputation for Time Series Anomaly Detection—0
On the Relation between Prediction and Imputation Accuracy under Missing Covariates—0
Auditing Black-Box Prediction Models for Data Minimization ComplianceCode0
What’s a good imputation to predict with missing values?—0
Federated-EM with heterogeneity mitigation and variance reduction—0
Improving random walk rankings with feature selection and imputationCode0
A Recommender System-Inspired Cloud Data Filling Scheme for Satellite-based Coastal Observation—0
Data imputation and comparison of custom ensemble models with existing libraries like XGBoost, Scikit learn, etc. for Predictive Equipment failure—0
A Graph-based Imputation Method for Sparse Medical Records—0
Convolutional generative adversarial imputation networks for spatio-temporal missing data in storm surge simulations—0
Federated Expectation Maximization with heterogeneity mitigation and variance reduction—0
Deconvolutional Networks on Graph Data—0
Relay Variational Inference: A Method for Accelerated Encoderless VI—0
Conditional Generation of Periodic Signals with Fourier-Based Decoder—0
Fairness in Missing Data Imputation—0
Reconstruction of Sentinel-2 Time Series Using Robust Gaussian Mixture Models -- Application to the Detection of Anomalous Crop Development in wheat and rapeseed crops—0
Multilevel Stochastic Optimization for Imputation in Massive Medical Data Records—0
Simultaneous Missing Value Imputation and Structure Learning with Groups—0
IB-GAN: A Unified Approach for Multivariate Time Series Classification under Class Imbalance—0
CoRGi: Content-Rich Graph Neural Networks with Attention—0
EnsembleNTLDetect: An Intelligent Framework for Electricity Theft Detection in Smart Grid—0
TSK Fuzzy System Towards Few Labeled Incomplete Multi-View Data Classification—0
IA-MARL: Imputation Assisted Multi-Agent Reinforcement Learning for Missing Training Data—0
Variational Inference for Discriminative Learning with Generative Modeling of Feature Incompletion—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