SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 426–450 of 1237 papers

TitleStatusHype
Identifying TBI Physiological States by Clustering Multivariate Clinical Time-Series DataCode0
Why Not to Use Zero Imputation? Correcting Sparsity Bias in Training Neural NetworksCode0
Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature ScalesCode0
Handling Incomplete Heterogeneous Data using VAEsCode0
Statistical Inference for High-Dimensional Linear Regression with Blockwise Missing DataCode0
HexaGAN: Generative Adversarial Nets for Real World ClassificationCode0
Geometry- and Accuracy-Preserving Random Forest ProximitiesCode0
Gene Regulatory Network Inference in the Presence of Dropouts: a Causal ViewCode0
Ghost Imputation: Accurately Reconstructing Missing Data of the Off PeriodCode0
A Variational Autoencoder for Heterogeneous Temporal and Longitudinal DataCode0
GRAFENNE: Learning on Graphs with Heterogeneous and Dynamic Feature SetsCode0
Data Imputation for Multivariate Time Series Sensor Data with Large Gaps of Missing DataCode0
Flexible variable selection in the presence of missing dataCode0
Data Imputation by Pursuing Better Classification: A Supervised Kernel-Based MethodCode0
Generating Synthetic Data with Locally Estimated Distributions for Disclosure ControlCode0
A Deep Learning Approach for Overall Survival Prediction in Lung Cancer with Missing ValuesCode0
Data Generation as Sequential Decision MakingCode0
Graph-Based Semi-Supervised Learning with Non-ignorable Non-responseCode0
Gaussian Copula Models for Nonignorable Missing Data Using Auxiliary Marginal QuantilesCode0
Gegenbauer Graph Neural Networks for Time-varying Signal ReconstructionCode0
Foundation Models for Generalist Geospatial Artificial IntelligenceCode0
Data-Driven Copy-Paste Imputation for Energy Time SeriesCode0
Data Cleaning and Machine Learning: A Systematic Literature ReviewCode0
IMAGIC-500: IMputation benchmark on A Generative Imaginary Country (500k samples)Code0
Generalized Least Squares Kernelized Tensor FactorizationCode0
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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