SOTAVerified

Imputation

Substituting missing data with values according to some criteria.

Papers

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Showing 701–750 of 1237 papers

TitleStatusHype
Meta-learning for Matrix Factorization without Shared Rows or Columns—0
METRIK: Measurement-Efficient Randomized Controlled Trials using Transformers with Input Masking—0
MGE-LDM: Joint Latent Diffusion for Simultaneous Music Generation and Source Extraction—0
Incremental Bayesian tensor learning for structural monitoring data imputation and response forecasting—0
MIND: Modality-Informed Knowledge Distillation Framework for Multimodal Clinical Prediction Tasks—0
Bayesian Recurrent Framework for Missing Data Imputation and Prediction with Clinical Time Series—0
Mind the wealth gap: a new allocation method to match micro and macro statistics for household wealth—0
Weather event severity prediction using buoy data and machine learning—0
The Synthetic Imputation Approach: Generating Optimal Synthetic Texts For Underrepresented Categories In Supervised Classification Tasks—0
Bayesian Low-rank Matrix Completion with Dual-graph Embedding: Prior Analysis and Tuning-free Inference—0
Batch-Adaptive Annotations for Causal Inference with Complex-Embedded Outcomes—0
Misguided Use of Observed Covariates to Impute Missing Covariates in Conditional Prediction: A Shrinkage Problem—0
MISNN: Multiple Imputation via Semi-parametric Neural Networks—0
The Virtual Patch Clamp: Imputing C. elegans Membrane Potentials from Calcium Imaging—0
TI-ASU: Toward Robust Automatic Speech Understanding through Text-to-speech Imputation Against Missing Speech Modality—0
MissForest - nonparametric missing value imputation for mixed-type data—0
missForestPredict -- Missing data imputation for prediction settings—0
Balancing Unobserved Confounding with a Few Unbiased Ratings in Debiased Recommendations—0
Missing Data Imputation by Reducing Mutual Information with Rectified Flows—0
Missing Data Imputation for Classification Problems—0
Missing data imputation for noisy time-series data and applications in healthcare—0
TIMBA: Time series Imputation with Bi-directional Mamba Blocks and Diffusion models—0
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series—0
Time-dependent Iterative Imputation for Multivariate Longitudinal Clinical Data—0
Missing Data Imputation With Granular Semantics and AI-driven Pipeline for Bankruptcy Prediction—0
TimeDiT: General-purpose Diffusion Transformers for Time Series Foundation Model—0
Missing Data Infill with Automunge—0
Avoiding bias when inferring race using name-based approaches—0
Missing Data in Signal Processing and Machine Learning: Models, Methods and Modern Approaches—0
Missing Features Reconstruction and Its Impact on Classification Accuracy—0
Missing Features Reconstruction Using a Wasserstein Generative Adversarial Imputation Network—0
Missing Modalities Imputation via Cascaded Residual Autoencoder—0
A Kernel to Exploit Informative Missingness in Multivariate Time Series from EHRs—0
AI-Augmented Surveys: Leveraging Large Language Models and Surveys for Opinion Prediction—0
Missing Value Estimation using Clustering and Deep Learning within Multiple Imputation Framework—0
Missing Value Imputation Based on Deep Generative Models—0
Time series cluster kernels to exploit informative missingness and incomplete label information—0
Avocado Price Prediction Using a Hybrid Deep Learning Model: TCN-MLP-Attention Architecture—0
Missing value imputation with adversarial random forests -- MissARF—0
Missing Value Imputation With Unsupervised Backpropagation—0
Missing Value Knockoffs—0
Missing Values and Imputation in Healthcare Data: Can Interpretable Machine Learning Help?—0
MIST GAN: Modality Imputation Using Style Transfer for MRI—0
MIWAE: Deep Generative Modelling and Imputation of Incomplete Data—0
A Graph-based Imputation Method for Sparse Medical Records—0
MLPro: A System for Hosting Crowdsourced Machine Learning Challenges for Open-Ended Research Problems—0
Autoregressive-Model-Based Methods for Online Time Series Prediction with Missing Values: an Experimental Evaluation—0
MNT-TNN: Spatiotemporal Traffic Data Imputation via Compact Multimode Nonlinear Transform-based Tensor Nuclear Norm—0
Modality-Agnostic Style Transfer for Holistic Feature Imputation—0
Time Series Data Imputation: A Survey on Deep Learning Approaches—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