SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 391–400 of 1237 papers

TitleStatusHype
Multilinear Kernel Regression and Imputation via Manifold Learning—0
Deep Learning for Multivariate Time Series Imputation: A SurveyCode3
Timer: Generative Pre-trained Transformers Are Large Time Series ModelsCode4
Adaptive Optimization for Prediction with Missing Data—0
Learnable Prompt as Pseudo-Imputation: Reassessing the Necessity of Traditional EHR Data Imputation in Downstream Clinical Prediction—0
Gower's similarity coefficients with automatic weight selection—0
Diffusion model for relational inferenceCode0
3DG: A Framework for Using Generative AI for Handling Sparse Learner Performance Data From Intelligent Tutoring SystemsCode0
Disentangling Imperfect: A Wavelet-Infused Multilevel Heterogeneous Network for Human Activity Recognition in Flawed Wearable Sensor Data—0
Adapting tree-based multiple imputation methods for multi-level data? A simulation study—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