SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 651–675 of 1237 papers

TitleStatusHype
Likelihood Estimation with Incomplete Array Variate Observations—0
Linearized Wasserstein Barycenters: Synthesis, Analysis, Representational Capacity, and Applications—0
Boundary-enhanced time series data imputation with long-term dependency diffusion models—0
LLM-Forest: Ensemble Learning of LLMs with Graph-Augmented Prompts for Data Imputation—0
LLM-TS Integrator: Integrating LLM for Enhanced Time Series Modeling—0
Longitudinal Missing Data Imputation for Predicting Disability Stage of Patients with Multiple Sclerosis—0
Longitudinal Variational Autoencoder—0
Long-Term Missing Value Imputation for Time Series Data Using Deep Neural Networks—0
Clustering-based Imputation for Dropout Buyers in Large-scale Online Experimentation—0
Low-Rank Autoregressive Tensor Completion for Spatiotemporal Traffic Data Imputation—0
Low-rank Interaction with Sparse Additive Effects Model for Large Data Frames—0
Low-Rank Matrix Factorizations with Volume-based Constraints and Regularizations—0
LSCD: Lomb-Scargle Conditioned Diffusion for Time series Imputation—0
LSM-2: Learning from Incomplete Wearable Sensor Data—0
LSTM+Geo with xgBoost Filtering: A Novel Approach for Race and Ethnicity Imputation with Reduced Bias—0
Lung Cancer Risk Estimation with Incomplete Data: A Joint Missing Imputation Perspective—0
Blood lactate concentration prediction in critical care patients: handling missing values—0
M2R2: Missing-Modality Robust emotion Recognition framework with iterative data augmentation—0
On L_2-consistency of nearest neighbor matching—0
The Challenge of Imputation in Explainable Artificial Intelligence Models—0
Machine Learning Approaches for Binary Classification to Discover Liver Diseases using Clinical Data—0
Machine Learning-Based Detection of DDoS Attacks in VANETs for Emergency Vehicle Communication—0
Machine Learning Based Missing Values Imputation in Categorical Datasets—0
Machine Learning-Based Prediction of Mortality in Geriatric Traumatic Brain Injury Patients—0
Machine Learning for Missing Value Imputation—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