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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 1211–1220 of 1237 papers

Title	Date	Tasks	Status	Hype
Fast Imbalanced Classification of Healthcare Data with Missing Values	Mar 21, 2015	ClassificationGeneral Classification	—Unverified	0
Latent Gaussian Processes for Distribution Estimation of Multivariate Categorical Data	Mar 7, 2015	DiversityGaussian Processes	CodeCode Available	0
A New Intelligence Based Approach for Computer-Aided Diagnosis of Dengue Fever	Jan 31, 2015	ImputationManagement	—Unverified	0
Per-Block-Convex Data Modeling by Accelerated Stochastic Approximation	Jan 29, 2015	ClusteringDictionary Learning	—Unverified	0
Novel Approaches for Predicting Risk Factors of Atherosclerosis	Jan 28, 2015	BIG-bench Machine LearningImputation	—Unverified	0
A Taxonomy of Big Data for Optimal Predictive Machine Learning and Data Mining	Jan 3, 2015	BIG-bench Machine LearningImputation	—Unverified	0
Multitask learning meets tensor factorization: task imputation via convex optimization	Dec 1, 2014	Imputation	—Unverified	0
Tree-structured Gaussian Process Approximations	Dec 1, 2014	Imputationregression	—Unverified	0
Factoring Variations in Natural Images with Deep Gaussian Mixture Models	Dec 1, 2014	Density EstimationImage Generation	—Unverified	0
Iterated geometric harmonics for data imputation and reconstruction of missing data	Nov 4, 2014	Imputation	—Unverified	0

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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