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Imputation

Substituting missing data with values according to some criteria.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 431–440 of 1237 papers

Title	Date	Tasks	Status	Hype	Score
A Variational Autoencoder for Heterogeneous Temporal and Longitudinal Data	Apr 20, 2022	Imputation	CodeCode Available	0	5
Statistical Inference for High-Dimensional Linear Regression with Blockwise Missing Data	Jun 7, 2021	Imputationregression	CodeCode Available	0	5
Gegenbauer Graph Neural Networks for Time-varying Signal Reconstruction	Mar 28, 2024	Graph Neural NetworkImputation	CodeCode Available	0	5
Filling time-series gaps using image techniques: Multidimensional context autoencoder approach for building energy data imputation	Jul 12, 2023	Decision MakingImage Inpainting	CodeCode Available	0	5
Generating Synthetic Data with Locally Estimated Distributions for Disclosure Control	Oct 3, 2022	ClusteringHyperparameter Optimization	CodeCode Available	0	5
Data Imputation for Multivariate Time Series Sensor Data with Large Gaps of Missing Data	Jun 1, 2022	ImputationTime Series	CodeCode Available	0	5
Data Imputation by Pursuing Better Classification: A Supervised Kernel-Based Method	May 13, 2024	Imputation	CodeCode Available	0	5
Gaussian Copula Models for Nonignorable Missing Data Using Auxiliary Marginal Quantiles	Jun 5, 2024	Data IntegrationImputation	CodeCode Available	0	5
A Deep Learning Approach for Overall Survival Prediction in Lung Cancer with Missing Values	Jul 21, 2023	ImputationMissing Values	CodeCode Available	0	5
Data Generation as Sequential Decision Making	Jun 10, 2015	Decision MakingImputation	CodeCode Available	0	5

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All datasets HMNIST PhysioNet Challenge 2012 Sprites

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GP-VAE (B-NLST)	AUROC	0.96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GP-VAE (B-NLST)	AUROC	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GP-VAE (B-NLST)	MSE	0	—	Unverified