SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 976–1000 of 1237 papers

TitleStatusHype
A computational study on imputation methods for missing environmental data—0
Virtual Human Generative Model: Masked Modeling Approach for Learning Human Characteristics—0
Risk Assessment of Lymph Node Metastases in Endometrial Cancer Patients: A Causal Approach—0
Robust and Heterogenous Odds Ratio: Estimating Price Sensitivity for Unbought Items—0
A Comparison of Modeling Preprocessing Techniques—0
An Improved Model Ensembled of Different Hyper-parameter Tuned Machine Learning Algorithms for Fetal Health Prediction—0
Robust Multi-Output Learning with Highly Incomplete Data via Restricted Boltzmann Machines—0
Unsupervised domain adaptation with imputation—0
Robust Non-Linear Matrix Factorization for Dictionary Learning, Denoising, and Clustering—0
Robust PCA for Anomaly Detection and Data Imputation in Seasonal Time Series—0
Robust Reinforcement Learning in POMDPs with Incomplete and Noisy Observations—0
Robust training of recurrent neural networks to handle missing data for disease progression modeling—0
Which Imputation Fits Which Feature Selection Method? A Survey-Based Simulation Study—0
A new membership inference attack that spots memorization in generative and predictive models: Loss-Based with Reference Model algorithm (LBRM)—0
A Causal Convolutional Low-rank Representation Model for Imputation of Water Quality Data—0
Sampling-guided Heterogeneous Graph Neural Network with Temporal Smoothing for Scalable Longitudinal Data Imputation—0
Convolutional generative adversarial imputation networks for spatio-temporal missing data in storm surge simulations—0
Convolutional Imputation of Matrix Networks—0
Convolutional Neural Processes for Inpainting Satellite Images—0
sasdim: self-adaptive noise scaling diffusion model for spatial time series imputation—0
CoRGi: Content-Rich Graph Neural Networks with Attention—0
A Bayesian Perspective on Uncertainty Quantification for Estimated Graph Signals—0
Correlated Attention in Transformers for Multivariate Time Series—0
Scalable Data Balancing for Unlabeled Satellite Imagery—0
Correlation visualization under missing values: a comparison between imputation and direct parameter estimation methods—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