SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 131–140 of 1237 papers

TitleStatusHype
Factor-Based Imputation of Missing Values and Covariances in Panel Data of Large DimensionsCode1
Missing Value Imputation on Multidimensional Time SeriesCode1
MosaicOS: A Simple and Effective Use of Object-Centric Images for Long-Tailed Object DetectionCode1
Robust Factorization of Real-world Tensor Streams with Patterns, Missing Values, and OutliersCode1
Radflow: A Recurrent, Aggregated, and Decomposable Model for Networks of Time SeriesCode1
HINT: Hierarchical Interaction Network for Trial Outcome Prediction Leveraging Web DataCode1
NRTSI: Non-Recurrent Time Series ImputationCode1
Asymptotically Exact and Fast Gaussian Copula Models for Imputation of Mixed Data TypesCode1
VIME: Extending the Success of Self- and Semi-supervised Learning to Tabular DomainCode1
PC-GAIN: Pseudo-label Conditional Generative Adversarial Imputation Networks for Incomplete DataCode1
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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