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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 1031–1040 of 1237 papers

Title	Date	Tasks	Status	Hype
Cross-Dimensional Self-Attention for Multivariate, Geo-tagged Time Series Imputation	Jan 1, 2020	ImputationMachine Translation	—Unverified	0
Robust Multi-Output Learning with Highly Incomplete Data via Restricted Boltzmann Machines	Dec 19, 2019	ClassificationGeneral Classification	—Unverified	0
Unsupervised Adversarial Image Inpainting	Dec 18, 2019	Image InpaintingImputation	CodeCode Available	0
Polynomial Matrix Completion for Missing Data Imputation and Transductive Learning	Dec 15, 2019	ClusteringImputation	—Unverified	0
Graph Markov Network for Traffic Forecasting with Missing Data	Dec 10, 2019	Edge-computingImputation	CodeCode Available	0
ODE2VAE: Deep generative second order ODEs with Bayesian neural networks	Dec 1, 2019	Imputationmotion prediction	CodeCode Available	0
Icebreaker: Element-wise Efficient Information Acquisition with a Bayesian Deep Latent Gaussian Model	Dec 1, 2019	BIG-bench Machine LearningImputation	CodeCode Available	0
Graph-Based Semi-Supervised Learning with Non-ignorable Non-response	Dec 1, 2019	General ClassificationImputation	CodeCode Available	0
RETRO: Relation Retrofitting For In-Database Machine Learning on Textual Data	Nov 28, 2019	BIG-bench Machine LearningImputation	—Unverified	0
Artificial Intelligence in Glioma Imaging: Challenges and Advances	Nov 28, 2019	Computed Tomography (CT)Image 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