SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 276–300 of 1237 papers

TitleStatusHype
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