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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 221–230 of 1237 papers

Title	Date	Tasks	Status	Hype	Score
Ghost Imputation: Accurately Reconstructing Missing Data of the Off Period	May 3, 2020	Imputation	CodeCode Available	0	5
GRAFENNE: Learning on Graphs with Heterogeneous and Dynamic Feature Sets	Jun 6, 2023	Imputation	CodeCode Available	0	5
Graph Markov Network for Traffic Forecasting with Missing Data	Dec 10, 2019	Edge-computingImputation	CodeCode Available	0	5
Handling Missing Values in Local Post-hoc Explainability	Oct 21, 2023	Decision MakingFeature Importance	CodeCode Available	0	5
Asynchronous Graph Generator	Sep 29, 2023	Data AugmentationGraph Attention	CodeCode Available	0	5
Contrastive Learning-based Imputation-Prediction Networks for In-hospital Mortality Risk Modeling using EHRs	Aug 19, 2023	Contrastive LearningImputation	CodeCode Available	0	5
Are deep learning models superior for missing data imputation in large surveys? Evidence from an empirical comparison	Mar 14, 2021	Deep LearningDenoising	CodeCode Available	0	5
Generalized Simplicial Attention Neural Networks	Sep 5, 2023	Graph ClassificationImputation	CodeCode Available	0	5
Imputing Brain Measurements Across Data Sets via Graph Neural Networks	Aug 19, 2023	Graph Neural NetworkImputation	CodeCode Available	0	5
Generating Synthetic Data with Locally Estimated Distributions for Disclosure Control	Oct 3, 2022	ClusteringHyperparameter Optimization	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