| Hybrid Recommender System based on Autoencoders | Jun 24, 2016 | Collaborative FilteringMatrix Completion | CodeCode Available | 0 | 5 |
| Comparative Study of Inference Methods for Bayesian Nonnegative Matrix Factorisation | Jul 13, 2017 | Bayesian InferenceMissing Values | CodeCode Available | 0 | 5 |
| IGNITE: Individualized GeNeration of Imputations in Time-series Electronic health records | Jan 9, 2024 | Missing ValuesTime Series | CodeCode Available | 0 | 5 |
| A Deep Learning Approach for Overall Survival Prediction in Lung Cancer with Missing Values | Jul 21, 2023 | ImputationMissing Values | CodeCode Available | 0 | 5 |
| Imputation with Inter-Series Information from Prototypes for Irregular Sampled Time Series | Jan 14, 2024 | ImputationMemorization | CodeCode Available | 0 | 5 |
| Integrative Analysis and Imputation of Multiple Data Streams via Deep Gaussian Processes | May 17, 2025 | Gaussian ProcessesImputation | CodeCode Available | 0 | 5 |
| M^3-Impute: Mask-guided Representation Learning for Missing Value Imputation | Oct 11, 2024 | Feature CorrelationGraph Neural Network | CodeCode Available | 0 | 5 |
| Multi-Dictionary Tensor Decomposition | Sep 18, 2023 | ImputationMissing Values | CodeCode Available | 0 | 5 |
| Federated Survival Forests | Feb 6, 2023 | Federated LearningMissing Values | CodeCode Available | 0 | 5 |
| FedIMPUTE: Privacy-Preserving Missing Value Imputation for Multi-Site Heterogeneous Electronic Health Records | Aug 22, 2024 | Federated LearningMissing Values | CodeCode Available | 0 | 5 |
| Improving Missing Data Imputation with Deep Generative Models | Feb 27, 2019 | ImputationMissing Values | CodeCode Available | 0 | 5 |
| Imputation and low-rank estimation with Missing Not At Random data | Dec 29, 2018 | ImputationMatrix Completion | CodeCode Available | 0 | 5 |
| imputeTS: Time Series Missing Value Imputation in R | Jun 1, 2017 | AttributeImputation | CodeCode Available | 0 | 5 |
| Imputing Brain Measurements Across Data Sets via Graph Neural Networks | Aug 19, 2023 | Graph Neural NetworkImputation | CodeCode Available | 0 | 5 |
| RecSys Challenge 2023: From data preparation to prediction, a simple, efficient, robust and scalable solution | Jan 12, 2024 | Missing Values | CodeCode Available | 0 | 5 |
| Imputing typological values via phylogenetic inference | Nov 1, 2020 | ImputationMissing Values | CodeCode Available | 0 | 5 |
| Feature Selection Approach with Missing Values Conducted for Statistical Learning: A Case Study of Entrepreneurship Survival Dataset | Oct 2, 2018 | feature selectionGeneral Classification | —Unverified | 0 | 0 |
| Feature Engineering Combined with 1 D Convolutional Neural Network for Improved Mortality Prediction | Dec 8, 2019 | Feature EngineeringMissing Values | —Unverified | 0 | 0 |
| Comparative Study of Instance Based Learning and Back Propagation for Classification Problems | Apr 19, 2016 | General ClassificationImputation | —Unverified | 0 | 0 |
| FCMI: Feature Correlation based Missing Data Imputation | Jun 26, 2021 | Feature CorrelationImputation | —Unverified | 0 | 0 |
| AutoDCWorkflow: LLM-based Data Cleaning Workflow Auto-Generation and Benchmark | Dec 9, 2024 | Missing Values | —Unverified | 0 | 0 |
| FCause: Flow-based Causal Discovery | Sep 29, 2021 | Causal DiscoveryMissing Values | —Unverified | 0 | 0 |
| Community search signatures as foundation features for human-centered geospatial modeling | Oct 30, 2024 | Community SearchMissing Values | —Unverified | 0 | 0 |
| Handling Missing Data in Downstream Tasks With Distribution-Preserving Guarantees | Jan 23, 2025 | Drug DiscoveryHandwritten Digit Recognition | —Unverified | 0 | 0 |
| Fast Imbalanced Classification of Healthcare Data with Missing Values | Mar 21, 2015 | ClassificationGeneral Classification | —Unverified | 0 | 0 |
| Community detection in censored hypergraph | Nov 4, 2021 | Community DetectionMissing Values | —Unverified | 0 | 0 |
| A Missing Value Filling Model Based on Feature Fusion Enhanced Autoencoder | Aug 29, 2022 | ImputationMissing Values | —Unverified | 0 | 0 |
| Fast Causal Inference with Non-Random Missingness by Test-Wise Deletion | May 25, 2017 | Causal DiscoveryCausal Inference | —Unverified | 0 | 0 |
| Common Steps in Machine Learning Might Hinder The Explainability Aims in Medicine | Aug 30, 2024 | Data AugmentationDimensionality Reduction | —Unverified | 0 | 0 |
| Fast and Accurate Power Load Data Completion via Regularization-optimized Low-Rank Factorization | May 25, 2025 | Computational EfficiencyImputation | —Unverified | 0 | 0 |
| Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values | Sep 21, 2021 | AttributeFairness | —Unverified | 0 | 0 |
| Collision Avoidance Safety Filter for an Autonomous E-Scooter using Ultrasonic Sensors | Mar 22, 2024 | Collision AvoidanceMissing Values | —Unverified | 0 | 0 |
| Auditing the Imputation Effect on Fairness of Predictive Analytics in Higher Education | Sep 13, 2021 | FairnessImputation | —Unverified | 0 | 0 |
| Fairness guarantee in analysis of incomplete data | Jan 1, 2021 | FairnessMissing Values | —Unverified | 0 | 0 |
| Extension of Rough Set Based on Positive Transitive Relation | Jun 7, 2019 | Missing ValuesRelation | —Unverified | 0 | 0 |
| Stochastic Collapsed Variational Inference for Structured Gaussian Process Regression Network | Jun 1, 2021 | ImputationMissing Values | —Unverified | 0 | 0 |
| A method for comparing multiple imputation techniques: a case study on the U.S. National COVID Cohort Collaborative | Jun 13, 2022 | ImputationMissing Values | —Unverified | 0 | 0 |
| A Deep Generative Adversarial Architecture for Network-Wide Spatial-Temporal Traffic State Estimation | Jan 5, 2018 | Missing ValuesState Estimation | —Unverified | 0 | 0 |
| Co-clustering of Fuzzy Lagged Data | Feb 6, 2014 | ClusteringMissing Values | —Unverified | 0 | 0 |
| Explainable Data Imputation using Constraints | May 10, 2022 | ImputationMissing Values | —Unverified | 0 | 0 |
| CNN based Multi-Instance Multi-Task Learning for Syndrome Differentiation of Diabetic Patients | Dec 19, 2018 | Missing ValuesMulti-Task Learning | —Unverified | 0 | 0 |
| A technical review of multi-omics data integration methods: from classical statistical to deep generative approaches | Jan 29, 2025 | Contrastive LearningData Integration | —Unverified | 0 | 0 |
| Expert Study on Interpretable Machine Learning Models with Missing Data | Nov 14, 2024 | Decision MakingImputation | —Unverified | 0 | 0 |
| ExoTST: Exogenous-Aware Temporal Sequence Transformer for Time Series Prediction | Oct 16, 2024 | Missing ValuesTime Series | —Unverified | 0 | 0 |
| Clustering with missing data: which equivalent for Rubin's rules? | Nov 27, 2020 | ClusteringImputation | —Unverified | 0 | 0 |
| Evolving imputation strategies for missing data in classification problems with TPOT | Jun 4, 2017 | BIG-bench Machine LearningClassification | —Unverified | 0 | 0 |
| Evaluation of data imputation strategies in complex, deeply-phenotyped data sets: the case of the EU-AIMS Longitudinal European Autism Project | Jan 20, 2022 | ImputationMissing Values | —Unverified | 0 | 0 |
| Cluster Analysis on Jester Dataset: A Review | Oct 1, 2021 | Missing Values | —Unverified | 0 | 0 |
| A method for recovery of multidimensional time series based on the detection of behavioral patterns and the use of autoencoders | Dec 11, 2023 | Missing ValuesTime Series | —Unverified | 0 | 0 |
| Cloned Identity Detection in Social-Sensor Clouds based on Incomplete Profiles | Nov 2, 2024 | Missing Values | —Unverified | 0 | 0 |