SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 151–160 of 1237 papers

TitleStatusHype
Low-Rank Autoregressive Tensor Completion for Multivariate Time Series ForecastingCode1
Seq2Tens: An Efficient Representation of Sequences by Low-Rank Tensor ProjectionsCode1
VAEs in the Presence of Missing DataCode1
Lung Segmentation from Chest X-rays using Variational Data ImputationCode1
Simultaneous imputation and disease classification in incomplete medical datasets using Multigraph Geometric Matrix Completion (MGMC)Code1
Deep Recurrent Model for Individualized Prediction of Alzheimer's Disease ProgressionCode1
MCFlow: Monte Carlo Flow Models for Data ImputationCode1
Age-structured impact of social distancing on the COVID-19 epidemic in IndiaCode1
Lipschitz standardization for multivariate learningCode1
Imputer: Sequence Modelling via Imputation and Dynamic ProgrammingCode1
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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