SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 801–850 of 1237 papers

TitleStatusHype
RIFLE: Imputation and Robust Inference from Low Order MarginalsCode0
Multiple imputation and test-wise deletion for causal discovery with incomplete cohort dataCode0
Multimodal Data Fusion in High-Dimensional Heterogeneous Datasets via Generative ModelsCode0
Revisiting Event Study Designs: Robust and Efficient EstimationCode1
Influence-guided Data Augmentation for Neural Tensor CompletionCode0
A computational study on imputation methods for missing environmental data—0
Predicting Status of Pre and Post M&A Deals Using Machine Learning and Deep Learning Techniques—0
Categorical EHR Imputation with Generative Adversarial Nets—0
Missingness Augmentation: A General Approach for Improving Generative Imputation ModelsCode0
Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural NetworksCode1
Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-SeriesCode1
Lung Cancer Risk Estimation with Incomplete Data: A Joint Missing Imputation Perspective—0
A Modulation Layer to Increase Neural Network Robustness Against Data Quality IssuesCode0
Statistical inference using Regularized M-estimation in the reproducing kernel Hilbert space for handling missing data—0
CSDI: Conditional Score-based Diffusion Models for Probabilistic Time Series ImputationCode1
Scalable Data Balancing for Unlabeled Satellite Imagery—0
Gradient Importance Learning for Incomplete ObservationsCode0
Deep Gaussian Process Emulation using Stochastic ImputationCode1
DAEMA: Denoising Autoencoder with Mask AttentionCode1
Meta-learning for Matrix Factorization without Shared Rows or Columns—0
A Mechanism for Producing Aligned Latent Spaces with Autoencoders—0
FCMI: Feature Correlation based Missing Data Imputation—0
Temporal Graph Signal Decomposition—0
Image Inpainting Using Wasserstein Generative Adversarial Imputation NetworkCode0
Multiple Organ Failure Prediction with Classifier-Guided Generative Adversarial Imputation Networks—0
Robust and Heterogenous Odds Ratio: Estimating Price Sensitivity for Unbought Items—0
Crowdsourcing via Annotator Co-occurrence Imputation and Provable Symmetric Nonnegative Matrix Factorization—0
Short-term forecasting of global solar irradiance with incomplete data—0
Fair Classification with Adversarial PerturbationsCode0
EMFlow: Data Imputation in Latent Space via EM and Deep Flow Models—0
Marginalizable Density ModelsCode1
Time-series Imputation of Temporally-occluded Multiagent Trajectories—0
Statistical Inference for High-Dimensional Linear Regression with Blockwise Missing DataCode0
DPER: Efficient Parameter Estimation for Randomly Missing DataCode0
Semi-supervised Learning with Missing Values Imputation—0
Stochastic Collapsed Variational Inference for Structured Gaussian Process Regression Network—0
What's a good imputation to predict with missing values?Code0
Network embedding unveils the hidden interactions in the mammalian virome—0
Enhanced Doubly Robust Learning for Debiasing Post-click Conversion Rate EstimationCode1
Arbitrary Conditional Distributions with EnergyCode0
Missing Data Infill with Automunge—0
Driving-Signal Aware Full-Body Avatars—0
Graph Sanitation with Application to Node Classification—0
Generative Semi-supervised Learning for Multivariate Time Series Imputation—0
Learning Representations for Incomplete Time Series Clustering—0
Quantified Sleep: Machine learning techniques for observational n-of-1 studiesCode1
AutoDebias: Learning to Debias for RecommendationCode1
snpQT: flexible, reproducible, and comprehensive quality control and imputation of genomic dataCode0
Calibration of prediction rules for life-time outcomes using prognostic Cox regression survival models and multiple imputations to account for missing predictor data with cross-validatory assessment—0
Surrogate Assisted Semi-supervised Inference for High Dimensional Risk Prediction—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