SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 301–350 of 1237 papers

TitleStatusHype
Adapting tree-based multiple imputation methods for multi-level data? A simulation study—0
Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values—0
Causal View of Time Series Imputation: Some Identification Results on Missing Mechanism—0
Causally-Aware Intraoperative Imputation for Overall Survival Time Prediction—0
A parameter-free clustering algorithm for missing datasets—0
Causal Imputation for Counterfactual SCMs: Bridging Graphs and Latent Factor Models—0
Causal Discovery from Incomplete Data using An Encoder and Reinforcement Learning—0
A Paradigm for Building Generalized Models of Human Image Perception Through Data Fusion—0
Fast and Accurate Power Load Data Completion via Regularization-optimized Low-Rank Factorization—0
Causal Discovery from Incomplete Data: A Deep Learning Approach—0
Any2Any: Incomplete Multimodal Retrieval with Conformal Prediction—0
Exploring Visual Complaints through a test battery in Acquired Brain Injury Patients: A Detailed Analysis of the DiaNAH Dataset—0
Causality-Aware Spatiotemporal Graph Neural Networks for Spatiotemporal Time Series Imputation—0
Can LLMs Support Medical Knowledge Imputation? An Evaluation-Based Perspective—0
A Graph-based Imputation Method for Sparse Medical Records—0
Exploiting the Data Gap: Utilizing Non-ignorable Missingness to Manipulate Model Learning—0
Explainable Data Imputation using Constraints—0
An Unsupervised Multivariate Time Series Kernel Approach for Identifying Patients with Surgical Site Infection from Blood Samples—0
Explainable Global Error Weighted on Feature Importance: The xGEWFI metric to evaluate the error of data imputation and data augmentation—0
Caformer: Rethinking Time Series Analysis from Causal Perspective—0
AdaFlow: Opportunistic Inference on Asynchronous Mobile Data with Generalized Affinity Control—0
Explainability as statistical inference—0
Explain Variance of Prediction in Variational Time Series Models for Clinical Deterioration Prediction—0
Factoring Variations in Natural Images with Deep Gaussian Mixture Models—0
Bridging Smart Meter Gaps: A Benchmark of Statistical, Machine Learning and Time Series Foundation Models for Data Imputation—0
A Novel Framework for Analyzing Structural Transformation in Data-Constrained Economies Using Bayesian Modeling and Machine Learning—0
Bridging Medical Data Inference to Achilles Tendon Rupture Rehabilitation—0
A Generalized Doubly Robust Learning Framework for Debiasing Post-Click Conversion Rate Prediction—0
Exact heat kernel on a hypersphere and its applications in kernel SVM—0
Does Prompt Design Impact Quality of Data Imputation by LLMs?—0
Does imputation matter? Benchmark for predictive models—0
Bridging Design Gaps: A Parametric Data Completion Approach With Graph Guided Diffusion Models—0
Domain Adaptation Under MNAR Missingness—0
Domain Adaptation with Incomplete Target Domains—0
Distances with mixed type variables some modified Gower's coefficients—0
An Unsupervised Homogenization Pipeline for Clustering Similar Patients using Electronic Health Record Data—0
TDR-CL: Targeted Doubly Robust Collaborative Learning for Debiased Recommendations—0
Doubly Robust Inference in Causal Latent Factor Models—0
Doubly Robust Joint Learning for Recommendation on Data Missing Not at Random—0
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
Disentangling Imperfect: A Wavelet-Infused Multilevel Heterogeneous Network for Human Activity Recognition in Flawed Wearable Sensor Data—0
DPERC: Direct Parameter Estimation for Mixed Data—0
BRATI: Bidirectional Recurrent Attention for Time-Series Imputation—0
An Update to the Minho Quotation Resource—0
Driving-Signal Aware Full-Body Avatars—0
Dual-Label Learning With Irregularly Present Labels—0
Categorical EHR Imputation with Generative Adversarial Nets—0
Dynamical selection of Nash equilibria using Experience Weighted Attraction Learning: emergence of heterogeneous mixed equilibria—0
Dynamic Question Ordering in Online Surveys—0
A novel feature selection framework for incomplete data—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