SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 641–650 of 1237 papers

TitleStatusHype
Towards Joint Electricity and Data Trading: A Scalable Cooperative Game Theoretic Approach—0
Comparison of Missing Data Imputation Methods using the Framingham Heart study dataset—0
TimesNet: Temporal 2D-Variation Modeling for General Time Series AnalysisCode6
SECOE: Alleviating Sensors Failure in Machine Learning-Coupled IoT Systems—0
Polar Encoding: A Simple Baseline Approach for Classification with Missing Values—0
Generating Synthetic Data with Locally Estimated Distributions for Disclosure ControlCode0
Reward Shaping for User Satisfaction in a REINFORCE Recommender—0
Leveraging variational autoencoders for multiple data imputationCode0
Retrieval Based Time Series Forecasting—0
DynImp: Dynamic Imputation for Wearable Sensing Data Through Sensory and Temporal Relatedness—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