SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 301–325 of 1237 papers

TitleStatusHype
Boundary-enhanced time series data imputation with long-term dependency diffusion models—0
BRATI: Bidirectional Recurrent Attention for Time-Series Imputation—0
Representation Learning of Lab Values via Masked AutoEncoderCode0
STINR: Deciphering Spatial Transcriptomics via Implicit Neural Representation—0
Invariant debiasing learning for recommendation via biased imputationCode0
To Predict or Not To Predict? Proportionally Masked Autoencoders for Tabular Data ImputationCode0
SketchFill: Sketch-Guided Code Generation for Imputing Derived Missing Values—0
Navigating Data Corruption in Machine Learning: Balancing Quality, Quantity, and Imputation StrategiesCode0
Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature ScalesCode0
Intelligent Approaches to Predictive Analytics in Occupational Health and Safety in India—0
Optimizing Fintech Marketing: A Comparative Study of Logistic Regression and XGBoost—0
MARIA: a Multimodal Transformer Model for Incomplete Healthcare Data—0
Comparative Analysis of Machine Learning-Based Imputation Techniques for Air Quality Datasets with High Missing Data Rates—0
Which Imputation Fits Which Feature Selection Method? A Survey-Based Simulation Study—0
RDPI: A Refine Diffusion Probability Generation Method for Spatiotemporal Data Imputation—0
Missing data imputation for noisy time-series data and applications in healthcare—0
WaveGNN: Modeling Irregular Multivariate Time Series for Accurate Predictions—0
Generalized Least Squares Kernelized Tensor FactorizationCode0
Low-Rank Matrix Factorizations with Volume-based Constraints and Regularizations—0
Imputation Matters: A Deeper Look into an Overlooked Step in Longitudinal Health and Behavior Sensing Research—0
An Experimental Evaluation of Imputation Models for Spatial-Temporal Traffic DataCode0
Interpretable Generalized Additive Models for Datasets with Missing ValuesCode0
FGATT: A Robust Framework for Wireless Data Imputation Using Fuzzy Graph Attention Networks and Transformer Encoders—0
Well log data generation and imputation using sequence-based generative adversarial networks—0
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series—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