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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 211–220 of 1237 papers

Title	Date	Tasks	Status	Hype	Score
Graph Markov Network for Traffic Forecasting with Missing Data	Dec 10, 2019	Edge-computingImputation	CodeCode Available	0	5
A Robust and Flexible EM Algorithm for Mixtures of Elliptical Distributions with Missing Data	Jan 28, 2022	Imputation	CodeCode Available	0	5
Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature Scales	Dec 24, 2024	Graph structure learningImputation	CodeCode Available	0	5
Graph-Based Semi-Supervised Learning with Non-ignorable Non-response	Dec 1, 2019	General ClassificationImputation	CodeCode Available	0	5
Combining datasets to increase the number of samples and improve model fitting	Oct 11, 2022	ImputationTime Series Analysis	CodeCode Available	0	5
Geometry- and Accuracy-Preserving Random Forest Proximities	Jan 29, 2022	Data VisualizationImputation	CodeCode Available	0	5
CollaGAN : Collaborative GAN for Missing Image Data Imputation	Jan 28, 2019	Generative Adversarial NetworkImage Imputation	CodeCode Available	0	5
Ghost Imputation: Accurately Reconstructing Missing Data of the Off Period	May 3, 2020	Imputation	CodeCode Available	0	5
Gene Regulatory Network Inference in the Presence of Dropouts: a Causal View	Mar 21, 2024	Imputation	CodeCode Available	0	5
GRAFENNE: Learning on Graphs with Heterogeneous and Dynamic Feature Sets	Jun 6, 2023	Imputation	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