SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 221–230 of 1237 papers

TitleStatusHype
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
Recurrent Interpolants for Probabilistic Time Series Prediction—0
Enhancing PM2.5 Data Imputation and Prediction in Air Quality Monitoring Networks Using a KNN-SINDy Hybrid Model—0
A Missing Data Imputation GAN for Character Sprite GenerationCode0
Mining of Switching Sparse Networks for Missing Value Imputation in Multivariate Time SeriesCode0
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