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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 271–280 of 1237 papers

Title	Date	Tasks	Status	Hype	Score
Handling Missing Values in Local Post-hoc Explainability	Oct 21, 2023	Decision MakingFeature Importance	CodeCode Available	0	5
Hard and Soft EM in Bayesian Network Learning from Incomplete Data	Dec 9, 2020	Imputation	CodeCode Available	0	5
CDSA: Cross-Dimensional Self-Attention for Multivariate, Geo-tagged Time Series Imputation	May 23, 2019	ImputationMachine Translation	CodeCode Available	0	5
CDR: Conservative Doubly Robust Learning for Debiased Recommendation	Aug 13, 2023	ImputationRecommendation Systems	CodeCode Available	0	5
A Hamiltonian Monte Carlo Model for Imputation and Augmentation of Healthcare Data	Mar 3, 2021	Bayesian InferenceImputation	CodeCode Available	0	5
HeMIS: Hetero-Modal Image Segmentation	Jul 18, 2016	Image SegmentationImputation	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
GUIDE-VAE: Advancing Data Generation with User Information and Pattern Dictionaries	Nov 6, 2024	ImputationSynthetic Data Generation	CodeCode Available	0	5
Graph Markov Network for Traffic Forecasting with Missing Data	Dec 10, 2019	Edge-computingImputation	CodeCode Available	0	5
Handling Incomplete Heterogeneous Data using VAEs	Jul 10, 2018	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