SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 1091–1100 of 1237 papers

TitleStatusHype
Integrative Analysis and Imputation of Multiple Data Streams via Deep Gaussian ProcessesCode0
Interpretable factorization of clinical questionnaires to identify latent factors of psychopathologyCode0
Interpretable Generalized Additive Models for Datasets with Missing ValuesCode0
Invariant debiasing learning for recommendation via biased imputationCode0
Joint Analysis of Single-Cell Data across Cohorts with Missing ModalitiesCode0
Knowledge Enhanced Conditional Imputation for Healthcare Time-seriesCode0
Large-Scale Traffic Data Imputation with Spatiotemporal Semantic UnderstandingCode0
Latent Gaussian Processes for Distribution Estimation of Multivariate Categorical DataCode0
Unsupervised dynamic modeling of medical image transformationCode0
Latent Space Score-based Diffusion Model for Probabilistic Multivariate Time Series ImputationCode0
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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