SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 251–300 of 1237 papers

TitleStatusHype
Data-Driven Machine Learning Approaches for Predicting In-Hospital Sepsis Mortality—0
Empirical Bayes Linked Matrix Decomposition—0
HyperMM : Robust Multimodal Learning with Varying-sized Inputs—0
Denoising ESG: quantifying data uncertainty from missing data with Machine Learning and prediction intervals—0
Imputation for prediction: beware of diminishing returns—0
White Matter Geometry-Guided Score-Based Diffusion Model for Tissue Microstructure Imputation in Tractography ImagingCode0
Generative Adversarial Networks for Imputing Sparse Learning Performance—0
Self-Supervision Improves Diffusion Models for Tabular Data ImputationCode1
DAM: Towards A Foundation Model for Time Series Forecasting—0
Time Series Missing Imputation with Multivariate Radial Basis Function Neural Network—0
SepsisLab: Early Sepsis Prediction with Uncertainty Quantification and Active SensingCode0
Indoor Air Quality Dataset with Activities of Daily Living in Low to Middle-income CommunitiesCode1
Streetscapes: Large-scale Consistent Street View Generation Using Autoregressive Video Diffusion—0
Not Another Imputation Method: A Transformer-based Model for Missing Values in Tabular DatasetsCode1
ITI-IQA: a Toolbox for Heterogeneous Univariate and Multivariate Missing Data Imputation Quality Assessment—0
Omni-Dimensional Frequency Learner for General Time Series Analysis—0
Random Channel Ablation for Robust Hand Gesture Classification with Multimodal Biosignals—0
SpreadFGL: Edge-Client Collaborative Federated Graph Learning with Adaptive Neighbor Generation—0
Data Imputation using Large Language Model to Accelerate Recommendation System—0
STD-PLM: Understanding Both Spatial and Temporal Properties of Spatial-Temporal Data with PLMCode1
URRL-IMVC: Unified and Robust Representation Learning for Incomplete Multi-View Clustering—0
FastImpute: A Baseline for Open-source, Reference-Free Genotype Imputation Methods -- A Case Study in PRS313Code0
How Deep is your Guess? A Fresh Perspective on Deep Learning for Medical Time-Series Imputation—0
TriQXNet: Forecasting Dst Index from Solar Wind Data Using an Interpretable Parallel Classical-Quantum Framework with Uncertainty Quantification—0
Unmasking Trees for Tabular DataCode1
A Convexified Matching Approach to Imputation and Individualized Inference—0
missForestPredict -- Missing data imputation for prediction settings—0
Diffusion Models for Tabular Data Imputation and Synthetic Data Generation—0
Evaluating the Role of Data Enrichment Approaches Towards Rare Event Analysis in Manufacturing—0
MUSE-Net: Missingness-aware mUlti-branching Self-attention Encoder for Irregular Longitudinal Electronic Health Records—0
Directly Handling Missing Data in Linear Discriminant Analysis for Enhancing Classification Accuracy and InterpretabilityCode0
Explainability of Machine Learning Models under Missing DataCode0
Temporally Multi-Scale Sparse Self-Attention for Physical Activity Data ImputationCode0
Statistical Test for Feature Selection Pipelines by Selective InferenceCode0
Debiased Recommendation with Noisy FeedbackCode0
METRIK: Measurement-Efficient Randomized Controlled Trials using Transformers with Input Masking—0
Rethinking the Diffusion Models for Numerical Tabular Data Imputation from the Perspective of Wasserstein Gradient FlowCode1
A Unified Framework for Synthesizing Multisequence Brain MRI via Hybrid FusionCode1
Evaluation of Missing Data Analytical Techniques in Longitudinal Research: Traditional and Machine Learning ApproachesCode0
Multi-scale Restoration of Missing Data in Optical Time-series Images with Masked Spatial-Temporal Attention NetworkCode1
Under the Hood of Tabular Data Generation Models: Benchmarks with Extensive Tuning—0
TSI-Bench: Benchmarking Time Series ImputationCode3
Bridging Design Gaps: A Parametric Data Completion Approach With Graph Guided Diffusion Models—0
Malicious URL Detection using optimized Hist Gradient Boosting Classifier based on grid search method—0
Hinge-FM2I: An Approach using Image Inpainting for Interpolating Missing Data in Univariate Time Series—0
TabPFGen -- Tabular Data Generation with TabPFNCode1
MagiNet: Mask-Aware Graph Imputation Network for Incomplete Traffic Data—0
Gaussian Copula Models for Nonignorable Missing Data Using Auxiliary Marginal QuantilesCode0
Evidentially Calibrated Source-Free Time-Series Domain Adaptation with Temporal Imputation—0
Unleashing the Potential of Diffusion Models for Incomplete Data ImputationCode1
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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