SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 351–375 of 1237 papers

TitleStatusHype
HexaGAN: Generative Adversarial Nets for Real World ClassificationCode0
GUIDE-VAE: Advancing Data Generation with User Information and Pattern DictionariesCode0
An Experimental Evaluation of Imputation Models for Spatial-Temporal Traffic DataCode0
Handling Incomplete Heterogeneous Data using VAEsCode0
MissDeepCausal: Causal Inference from Incomplete Data Using Deep Latent Variable ModelsCode0
Deep learning with missing dataCode0
Bidirectional recurrent imputation and abundance estimation of LULC classes with MODIS multispectral time series and geo-topographic and climatic dataCode0
Efficient HLA imputation from sequential SNPs data by TransformerCode0
Bayesian Simultaneous Factorization and Prediction Using Multi-Omic DataCode0
A Hamiltonian Monte Carlo Model for Imputation and Augmentation of Healthcare DataCode0
CDSA: Cross-Dimensional Self-Attention for Multivariate, Geo-tagged Time Series ImputationCode0
Missingness as Stability: Understanding the Structure of Missingness in Longitudinal EHR data and its Impact on Reinforcement Learning in HealthcareCode0
Graph Markov Network for Traffic Forecasting with Missing DataCode0
Embedding Imputation with Grounded Language InformationCode0
Embedding Multimodal Relational Data for Knowledge Base CompletionCode0
DeepIFSAC: Deep Imputation of Missing Values Using Feature and Sample Attention within Contrastive FrameworkCode0
Deep Generative Pattern-Set Mixture Models for Nonignorable MissingnessCode0
GRAFENNE: Learning on Graphs with Heterogeneous and Dynamic Feature SetsCode0
Enhancing Domain Word Embedding via Latent Semantic ImputationCode0
Enhancing Missing Data Imputation of Non-stationary Signals with Harmonic DecompositionCode0
A joint model of unpaired data from scRNA-seq and spatial transcriptomics for imputing missing gene expression measurementsCode0
Clustering Rooftop PV Systems via Probabilistic EmbeddingsCode0
Enhancing Multivariate Time Series-based Solar Flare Prediction with Multifaceted Preprocessing and Contrastive LearningCode0
Multimodal Data Fusion in High-Dimensional Heterogeneous Datasets via Generative ModelsCode0
Ghost Imputation: Accurately Reconstructing Missing Data of the Off PeriodCode0
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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