SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 321–330 of 1237 papers

TitleStatusHype
An Update to the Minho Quotation Resource—0
A Graph-based Imputation Method for Sparse Medical Records—0
Calibration of prediction rules for life-time outcomes using prognostic Cox regression survival models and multiple imputations to account for missing predictor data with cross-validatory assessment—0
An Unsupervised Multivariate Time Series Kernel Approach for Identifying Patients with Surgical Site Infection from Blood Samples—0
Caformer: Rethinking Time Series Analysis from Causal Perspective—0
An Unsupervised Homogenization Pipeline for Clustering Similar Patients using Electronic Health Record Data—0
AdaFlow: Opportunistic Inference on Asynchronous Mobile Data with Generalized Affinity Control—0
Bridging Smart Meter Gaps: A Benchmark of Statistical, Machine Learning and Time Series Foundation Models for Data Imputation—0
Bridging Medical Data Inference to Achilles Tendon Rupture Rehabilitation—0
A Novel Framework for Analyzing Structural Transformation in Data-Constrained Economies Using Bayesian Modeling and Machine Learning—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