SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 251–275 of 1237 papers

TitleStatusHype
CrowdMI: Multiple Imputation via Crowdsourcing—0
Crowdsourcing via Annotator Co-occurrence Imputation and Provable Symmetric Nonnegative Matrix Factorization—0
Imputation-free and Alignment-free: Incomplete Multi-view Clustering Driven by Consensus Semantic Learning—0
Customer Price Sensitivities in Competitive Automobile Insurance Markets—0
Does Prompt Design Impact Quality of Data Imputation by LLMs?—0
TDR-CL: Targeted Doubly Robust Collaborative Learning for Debiased Recommendations—0
Comparative Study of Instance Based Learning and Back Propagation for Classification Problems—0
Comparative Analysis of Machine Learning-Based Imputation Techniques for Air Quality Datasets with High Missing Data Rates—0
Alternators With Noise Models—0
Combining multitemporal optical and SAR data for LAI imputation with BiLSTM network—0
A Review on Generative AI Models for Synthetic Medical Text, Time Series, and Longitudinal Data—0
Adaptive Semi-Supervised Inference for Optimal Treatment Decisions with Electronic Medical Record Data—0
Discordance Minimization-based Imputation Algorithms for Missing Values in Rating Data—0
CollaGAN: Collaborative GAN for Missing Image Data Imputation—0
A Review of Graph-Powered Data Quality Applications for IoT Monitoring Sensor Networks—0
A Local Temporal Difference Code for Distributional Reinforcement Learning—0
Stochastic Collapsed Variational Inference for Structured Gaussian Process Regression Network—0
Collaboratively Learning Linear Models with Structured Missing Data—0
DIM-SUM: Dynamic IMputation for Smart Utility Management—0
Disentangling Imperfect: A Wavelet-Infused Multilevel Heterogeneous Network for Human Activity Recognition in Flawed Wearable Sensor Data—0
Collaborative Imputation of Urban Time Series through Cross-city Meta-learning—0
Cohort-Based Active Modality Acquisition—0
Variational manifold learning from incomplete data: application to multislice dynamic MRI—0
CodeBrain: Impute Any Brain MRI via Instance-specific Scalar-quantized Codes—0
TempNet -- Temporal Super Resolution of Radar Rainfall Products with Residual CNNs—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