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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 361–370 of 1237 papers

Title	Date	Tasks	Status	Hype	Score
Bayesian Simultaneous Factorization and Prediction Using Multi-Omic Data	Nov 29, 2022	ImputationPrediction	CodeCode Available	0	5
Data Imputation from the Perspective of Graph Dirichlet Energy	Apr 10, 2023	Imputation	CodeCode Available	0	5
GRAFENNE: Learning on Graphs with Heterogeneous and Dynamic Feature Sets	Jun 6, 2023	Imputation	CodeCode Available	0	5
Embedding Imputation with Grounded Language Information	Jul 1, 2019	Imputation	CodeCode Available	0	5
Embedding Multimodal Relational Data for Knowledge Base Completion	Sep 5, 2018	ImputationKnowledge Base Completion	CodeCode Available	0	5
Graph-Based Semi-Supervised Learning with Non-ignorable Non-response	Dec 1, 2019	General ClassificationImputation	CodeCode Available	0	5
DeepIFSAC: Deep Imputation of Missing Values Using Feature and Sample Attention within Contrastive Framework	Jan 19, 2025	Contrastive LearningData Augmentation	CodeCode Available	0	5
Deep Generative Pattern-Set Mixture Models for Nonignorable Missingness	Mar 5, 2021	Imputation	CodeCode Available	0	5
Enhancing Domain Word Embedding via Latent Semantic Imputation	May 21, 2019	ImputationLanguage Modeling	CodeCode Available	0	5
Geometry- and Accuracy-Preserving Random Forest Proximities	Jan 29, 2022	Data VisualizationImputation	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