SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 776–800 of 1237 papers

TitleStatusHype
Deconvolutional Networks on Graph Data—0
Identifiable Generative Models for Missing Not at Random Data ImputationCode1
MisConv: Convolutional Neural Networks for Missing DataCode1
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
Tabular Data Imputation: Choose KNN over Deep Learning—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
Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values—0
TempNet -- Temporal Super Resolution of Radar Rainfall Products with Residual CNNs—0
Dynamic Spatiotemporal Graph Convolutional Neural Networks for Traffic Data Imputation with Complex Missing Patterns—0
Unsupervised domain adaptation with non-stochastic missing dataCode0
Modelling Major Disease Outbreaks in the 21st Century: A Causal Approach—0
Recovering individual emotional states from sparse ratings using collaborative filteringCode0
Auditing the Imputation Effect on Fairness of Predictive Analytics in Higher Education—0
Estimating a new panel MSK dataset for comparative analyses of national absorptive capacity systems, economic growth, and development in low and middle income economies—0
Automatic Componentwise Boosting: An Interpretable AutoML System—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