SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 801–850 of 1237 papers

TitleStatusHype
Adaptive Semi-Supervised Inference for Optimal Treatment Decisions with Electronic Medical Record Data—0
Detecting Chronic Kidney Disease(CKD) at the Initial Stage: A Novel Hybrid Feature-selection Method and Robust Data Preparation Pipeline for Different ML Techniques—0
Missing Value Estimation using Clustering and Deep Learning within Multiple Imputation Framework—0
Missing Value Knockoffs—0
Long-Term Missing Value Imputation for Time Series Data Using Deep Neural Networks—0
Flexible variable selection in the presence of missing dataCode0
MIST GAN: Modality Imputation Using Style Transfer for MRI—0
SAITS: Self-Attention-based Imputation for Time SeriesCode0
Benchmarking missing-values approaches for predictive models on health databasesCode0
A comprehensive survey on computational learning methods for analysis of gene expression data—0
Difference in Differences with Time-Varying Covariates—0
To Impute or not to Impute? Missing Data in Treatment Effect EstimationCode0
Geometry- and Accuracy-Preserving Random Forest ProximitiesCode0
A Robust and Flexible EM Algorithm for Mixtures of Elliptical Distributions with Missing DataCode0
Generative Trees: Adversarial and Copycat—0
Semi-Supervised Quantile Estimation: Robust and Efficient Inference in High Dimensional Settings—0
Evaluation of data imputation strategies in complex, deeply-phenotyped data sets: the case of the EU-AIMS Longitudinal European Autism Project—0
Dense Air Quality Maps Using Regressive Facility Location Based Drive By Sensing—0
Deep Attention-Based Supernovae Classification of Multi-Band Light-Curves—0
Variational Bayesian Filtering with Subspace Information for Extreme Spatio-Temporal Matrix Completion—0
A Kernel-Expanded Stochastic Neural NetworkCode0
Imputing Missing Observations with Time Sliced Synthetic Minority Oversampling Technique—0
Multi-task longitudinal forecasting with missing values on Alzheimer's Disease—0
Differentiable and Scalable Generative Adversarial Models for Data Imputation—0
Multiple Imputation via Generative Adversarial Network for High-dimensional Blockwise Missing Value Problems—0
Model-based Clustering with Missing Not At Random DataCode0
DeepFIB: Self-Imputation for Time Series Anomaly Detection—0
On the Relation between Prediction and Imputation Accuracy under Missing Covariates—0
Auditing Black-Box Prediction Models for Data Minimization ComplianceCode0
What’s a good imputation to predict with missing values?—0
Federated-EM with heterogeneity mitigation and variance reduction—0
Improving random walk rankings with feature selection and imputationCode0
A Recommender System-Inspired Cloud Data Filling Scheme for Satellite-based Coastal Observation—0
Data imputation and comparison of custom ensemble models with existing libraries like XGBoost, Scikit learn, etc. for Predictive Equipment failure—0
A Graph-based Imputation Method for Sparse Medical Records—0
Convolutional generative adversarial imputation networks for spatio-temporal missing data in storm surge simulations—0
Federated Expectation Maximization with heterogeneity mitigation and variance reduction—0
Deconvolutional Networks on Graph Data—0
Relay Variational Inference: A Method for Accelerated Encoderless VI—0
Conditional Generation of Periodic Signals with Fourier-Based Decoder—0
Fairness in Missing Data Imputation—0
Reconstruction of Sentinel-2 Time Series Using Robust Gaussian Mixture Models -- Application to the Detection of Anomalous Crop Development in wheat and rapeseed crops—0
Multilevel Stochastic Optimization for Imputation in Massive Medical Data Records—0
Simultaneous Missing Value Imputation and Structure Learning with Groups—0
IB-GAN: A Unified Approach for Multivariate Time Series Classification under Class Imbalance—0
CoRGi: Content-Rich Graph Neural Networks with Attention—0
EnsembleNTLDetect: An Intelligent Framework for Electricity Theft Detection in Smart Grid—0
TSK Fuzzy System Towards Few Labeled Incomplete Multi-View Data Classification—0
IA-MARL: Imputation Assisted Multi-Agent Reinforcement Learning for Missing Training Data—0
Variational Inference for Discriminative Learning with Generative Modeling of Feature Incompletion—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