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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 1081–1090 of 1237 papers

Title	Date	Tasks	Status	Hype
Doubly Robust Joint Learning for Recommendation on Data Missing Not at Random	Jun 1, 2019	ImputationPrediction	—Unverified	0
Why Not to Use Zero Imputation? Correcting Sparsity Bias in Training Neural Networks	Jun 1, 2019	Collaborative FilteringImputation	CodeCode Available	0
CollaGAN: Collaborative GAN for Missing Image Data Imputation	Jun 1, 2019	Generative Adversarial NetworkImage Imputation	—Unverified	0
Fairness and Missing Values	May 29, 2019	Decision MakingFairness	CodeCode Available	0
ODE^2VAE: Deep generative second order ODEs with Bayesian neural networks	May 27, 2019	Imputationmotion prediction	CodeCode Available	0
CDSA: Cross-Dimensional Self-Attention for Multivariate, Geo-tagged Time Series Imputation	May 23, 2019	ImputationMachine Translation	CodeCode Available	0
CLEAR: Coverage-based Limiting-cell Experiment Analysis for RNA-seq	May 23, 2019	Imputation	CodeCode Available	0
Enhancing Domain Word Embedding via Latent Semantic Imputation	May 21, 2019	ImputationLanguage Modeling	CodeCode Available	0
Using statistical techniques and replication samples for imputation of metabolite missing values	May 12, 2019	ImputationMissing Values	—Unverified	0
Which Contrast Does Matter? Towards a Deep Understanding of MR Contrast using Collaborative GAN	May 10, 2019	Generative Adversarial NetworkImage Generation	CodeCode Available	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