SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 451–475 of 1237 papers

TitleStatusHype
A Variational Autoencoder for Heterogeneous Temporal and Longitudinal DataCode0
Handling Incomplete Heterogeneous Data using VAEsCode0
HeMIS: Hetero-Modal Image SegmentationCode0
Data Imputation for Multivariate Time Series Sensor Data with Large Gaps of Missing DataCode0
Data Imputation by Pursuing Better Classification: A Supervised Kernel-Based MethodCode0
A Deep Learning Approach for Overall Survival Prediction in Lung Cancer with Missing ValuesCode0
Data Generation as Sequential Decision MakingCode0
Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature ScalesCode0
GUIDE-VAE: Advancing Data Generation with User Information and Pattern DictionariesCode0
HexaGAN: Generative Adversarial Nets for Real World ClassificationCode0
GRAFENNE: Learning on Graphs with Heterogeneous and Dynamic Feature SetsCode0
Ghost Imputation: Accurately Reconstructing Missing Data of the Off PeriodCode0
Graph-Based Semi-Supervised Learning with Non-ignorable Non-responseCode0
Uncertainty-Aware Variational-Recurrent Imputation Network for Clinical Time SeriesCode0
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
Data Augmentation for Sparse Multidimensional Learning Performance Data Using Generative AICode0
Gene Regulatory Network Inference in the Presence of Dropouts: a Causal ViewCode0
Addressing Discretization-Induced Bias in Demographic PredictionCode0
Geometry- and Accuracy-Preserving Random Forest ProximitiesCode0
Graph Markov Network for Traffic Forecasting with Missing DataCode0
imputeTS: Time Series Missing Value Imputation in RCode0
Predictive Analytics of Varieties of PotatoesCode0
White Matter Geometry-Guided Score-Based Diffusion Model for Tissue Microstructure Imputation in Tractography ImagingCode0
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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