SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1101–1125 of 1237 papers

TitleStatusHype
Improving Missing Data Imputation with Deep Generative ModelsCode0
Optimal Clustering with Missing Values—0
HexaGAN: Generative Adversarial Nets for Real World ClassificationCode0
Graph Neural Processes: Towards Bayesian Graph Neural Networks—0
On the consistency of supervised learning with missing valuesCode0
Robust Reinforcement Learning in POMDPs with Incomplete and Noisy Observations—0
On L_2-consistency of nearest neighbor matching—0
NAOMI: Non-Autoregressive Multiresolution Sequence ImputationCode1
CollaGAN : Collaborative GAN for Missing Image Data ImputationCode0
Supervised Learning for Multi-Block Incomplete Data—0
Imputation and low-rank estimation with Missing Not At Random dataCode0
Autoencoder Based Residual Deep Networks for Robust Regression Prediction and Spatiotemporal Estimation—0
Heteroscedastic Gaussian processes for uncertainty modeling in large-scale crowdsourced traffic data—0
Multi-Output Gaussian Processes for Crowdsourced Traffic Data Imputation—0
Low-rank Interaction with Sparse Additive Effects Model for Large Data Frames—0
Evaluating the Impact of Intensity Normalization on MR Image SynthesisCode0
MIWAE: Deep Generative Modelling and Imputation of Incomplete Data—0
Imputation of Clinical Covariates in Time Series—0
Multivariate Time Series Imputation with Generative Adversarial Networks—0
Fairness Under Unawareness: Assessing Disparity When Protected Class Is UnobservedCode0
An Adaptive Oversampling Learning Method for Class-Imbalanced Fault Diagnostics and Prognostics—0
Feature Selection Approach with Missing Values Conducted for Statistical Learning: A Case Study of Entrepreneurship Survival Dataset—0
Coupled Graphs and Tensor Factorization for Recommender Systems and Community DetectionCode0
Using Eigencentrality to Estimate Joint, Conditional and Marginal Probabilities from Mixed-Variable Data: Method and Applications—0
Simultaneous Measurement Imputation and Outcome Prediction for Achilles Tendon Rupture Rehabilitation—0
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All datasetsHMNISTPhysioNet Challenge 2012Sprites

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.96—Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)AUROC0.74—Unverified
#ModelMetricClaimedVerifiedStatus
1GP-VAE (B-NLST)MSE0—Unverified