Methods › General › AutoML › Feature Selection
Feature Selection
Introduced by Benyamin Ghojogh et al. in Feature Selection and Feature Extraction in Pattern Analysis: A Literature Review
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Feature selection, also known as variable selection, attribute selection or variable subset selection, is the process of selecting a subset of relevant features (variables, predictors) for use in model construction.
Papers archive 2025-07-28
30 shown of 1,602, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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From Motion to Meaning: Biomechanics-Informed Neural Network for Explainable Cardiovascular Disease Identification 8 Jul 2025 · 0 repositories · arXiv:2507.05783
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scMamba: A Scalable Foundation Model for Single-Cell Multi-Omics Integration Beyond Highly Variable Feature Selection 25 Jun 2025 · 0 repositories · arXiv:2506.20697
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Towards Interpretable and Efficient Feature Selection in Trajectory Datasets: A Taxonomic Approach 25 Jun 2025 · 0 repositories · arXiv:2506.20359
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Vulnerability Disclosure through Adaptive Black-Box Adversarial Attacks on NIDS 25 Jun 2025 · 0 repositories · arXiv:2506.20576
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Malware Classification Leveraging NLP & Machine Learning for Enhanced Accuracy 19 Jun 2025 · 1 repository · arXiv:2506.16224
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Efficient Malware Detection with Optimized Learning on High-Dimensional Features 18 Jun 2025 · 0 repositories · arXiv:2506.17309
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Condition Monitoring with Machine Learning: A Data-Driven Framework for Quantifying Wind Turbine Energy Loss 16 Jun 2025 · 0 repositories · arXiv:2506.13012
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Simple is what you need for efficient and accurate medical image segmentation 16 Jun 2025 · 1 repository · arXiv:2506.13415
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A Lightweight IDS for Early APT Detection Using a Novel Feature Selection Method 13 Jun 2025 · 0 repositories · arXiv:2506.12108
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On feature selection in double-imbalanced data settings: a Random Forest approach 12 Jun 2025 · 0 repositories · arXiv:2506.10929
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Improving Oral Cancer Outcomes Through Machine Learning and Dimensionality Reduction 11 Jun 2025 · 0 repositories · arXiv:2506.10189
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Optimizing Genetic Algorithms with Multilayer Perceptron Networks for Enhancing TinyFace Recognition 11 Jun 2025 · 0 repositories · arXiv:2506.10184
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CaliciBoost: Performance-Driven Evaluation of Molecular Representations for Caco-2 Permeability Prediction 9 Jun 2025 · 0 repositories · arXiv:2506.08059
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Evaluation of Machine Learning Models in Student Academic Performance Prediction 8 Jun 2025 · 0 repositories · arXiv:2506.08047
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Scalable unsupervised feature selection via weight stability 6 Jun 2025 · 1 repository · arXiv:2506.06114
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Noise-Resistant Label Reconstruction Feature Selection for Partial Multi-Label Learning 5 Jun 2025 · 0 repositories · arXiv:2506.04669
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Classifying Dental Care Providers Through Machine Learning with Features Ranking 4 Jun 2025 · 0 repositories · arXiv:2506.04474
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Short-Term Power Demand Forecasting for Diverse Consumer Types to Enhance Grid Planning and Synchronisation 4 Jun 2025 · 0 repositories · arXiv:2506.04294
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FailureSensorIQ: A Multi-Choice QA Dataset for Understanding Sensor Relationships and Failure Modes 3 Jun 2025 · 1 repository · arXiv:2506.03278
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Predicting Postoperative Stroke in Elderly SICU Patients: An Interpretable Machine Learning Model Using MIMIC Data 2 Jun 2025 · 0 repositories · arXiv:2506.03209
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A SHAP-based explainable multi-level stacking ensemble learning method for predicting the length of stay in acute stroke 30 May 2025 · 0 repositories · arXiv:2505.24101
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Biological Pathway Guided Gene Selection Through Collaborative Reinforcement Learning 30 May 2025 · 1 repository · arXiv:2505.24155
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Identification of Patterns of Cognitive Impairment for Early Detection of Dementia 29 May 2025 · 0 repositories · arXiv:2505.23109
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Optimizing Storytelling, Improving Audience Retention, and Reducing Waste in the Entertainment Industry 29 May 2025 · 0 repositories · arXiv:2506.00076
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SAMamba: Adaptive State Space Modeling with Hierarchical Vision for Infrared Small Target Detection 29 May 2025 · 1 repository · arXiv:2505.23214
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Improving statistical learning methods via features selection without replacement sampling and random projection 28 May 2025 · 0 repositories · arXiv:2506.00053
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Stochastic Chameleons: Irrelevant Context Hallucinations Reveal Class-Based (Mis)Generalization in LLMs 28 May 2025 · 0 repositories · arXiv:2505.22630
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Empirical 3D Channel Modeling for Cellular-Connected UAVs: A Triple-Layer Machine Learning Approach 26 May 2025 · 0 repositories · arXiv:2505.19478
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DREAM: Drafting with Refined Target Features and Entropy-Adaptive Cross-Attention Fusion for Multimodal Speculative Decoding 25 May 2025 · 1 repository · arXiv:2505.19201
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MLRan: A Behavioural Dataset for Ransomware Analysis and Detection 24 May 2025 · 1 repository · arXiv:2505.18613
Tasks archive 2025-07-28
20 shown of 537 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections