SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 851–900 of 1237 papers

TitleStatusHype
Tabular Data Imputation: Choose KNN over Deep Learning—0
Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values—0
TempNet -- Temporal Super Resolution of Radar Rainfall Products with Residual CNNs—0
Dynamic Spatiotemporal Graph Convolutional Neural Networks for Traffic Data Imputation with Complex Missing Patterns—0
Unsupervised domain adaptation with non-stochastic missing dataCode0
Modelling Major Disease Outbreaks in the 21st Century: A Causal Approach—0
Recovering individual emotional states from sparse ratings using collaborative filteringCode0
Auditing the Imputation Effect on Fairness of Predictive Analytics in Higher Education—0
Estimating a new panel MSK dataset for comparative analyses of national absorptive capacity systems, economic growth, and development in low and middle income economies—0
Automatic Componentwise Boosting: An Interpretable AutoML System—0
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
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
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
Scalable Data Balancing for Unlabeled Satellite Imagery—0
Gradient Importance Learning for Incomplete ObservationsCode0
A Mechanism for Producing Aligned Latent Spaces with Autoencoders—0
Meta-learning for Matrix Factorization without Shared Rows or Columns—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
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
What's a good imputation to predict with missing values?Code0
Stochastic Collapsed Variational Inference for Structured Gaussian Process Regression Network—0
Network embedding unveils the hidden interactions in the mammalian virome—0
Arbitrary Conditional Distributions with EnergyCode0
Driving-Signal Aware Full-Body Avatars—0
Missing Data Infill with Automunge—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
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