SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 1001–1010 of 1237 papers

TitleStatusHype
Data Augmentation for Sparse Multidimensional Learning Performance Data Using Generative AICode0
Data Cleaning and Machine Learning: A Systematic Literature ReviewCode0
Data-Driven Copy-Paste Imputation for Energy Time SeriesCode0
Data Generation as Sequential Decision MakingCode0
Data Imputation by Pursuing Better Classification: A Supervised Kernel-Based MethodCode0
Data Imputation for Multivariate Time Series Sensor Data with Large Gaps of Missing DataCode0
Dealing with missing data using attention and latent space regularizationCode0
Debiased Recommendation with Noisy FeedbackCode0
DeepClean -- self-supervised artefact rejection for intensive care waveform data using deep generative learningCode0
Deep Generative Pattern-Set Mixture Models for Nonignorable MissingnessCode0
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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