SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 371–380 of 1237 papers

TitleStatusHype
SDA-GRIN for Adaptive Spatial-Temporal Multivariate Time Series ImputationCode0
High-dimensional logistic regression with missing data: Imputation, regularization, and universality—0
Bayes-CATSI: A variational Bayesian deep learning framework for medical time series data imputationCode0
A Novel Framework for Analyzing Structural Transformation in Data-Constrained Economies Using Bayesian Modeling and Machine Learning—0
Data Augmentation for Sparse Multidimensional Learning Performance Data Using Generative AICode0
Enabling Tensor Decomposition for Time-Series Classification via A Simple Pseudo-Laplacian Contrast—0
Enhancing Multivariate Time Series-based Solar Flare Prediction with Multifaceted Preprocessing and Contrastive LearningCode0
Multi-Modality Conditioned Variational U-Net for Field-of-View Extension in Brain Diffusion MRI—0
Enhancing PM2.5 Data Imputation and Prediction in Air Quality Monitoring Networks Using a KNN-SINDy Hybrid Model—0
Recurrent Interpolants for Probabilistic Time Series Prediction—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