Methods › General › Non-Parametric Regression › SVM
Support Vector Machine
SVM
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
A Support Vector Machine, or SVM, is a non-parametric supervised learning model. For non-linear classification and regression, they utilise the kernel trick to map inputs to high-dimensional feature spaces. SVMs construct a hyper-plane or set of hyper-planes in a high or infinite dimensional space, which can be used for classification, regression or other tasks. Intuitively, a good separation is achieved by the hyper-plane that has the largest distance to the nearest training data points of any class (so-called functional margin), since in general the larger the margin the lower the generalization error of the classifier. The figure to the right shows the decision function for a linearly separable problem, with three samples on the margin boundaries, called “support vectors”.
Source: scikit-learn
Papers archive 2025-07-28
30 shown of 1,823, 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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The Trilemma of Truth in Large Language Models 30 Jun 2025 · 1 repository · arXiv:2506.23921
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Deciphering GunType Hierarchy through Acoustic Analysis of Gunshot Recordings 25 Jun 2025 · 0 repositories · arXiv:2506.20609
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Advanced fraud detection using machine learning models: enhancing financial transaction security 12 Jun 2025 · 0 repositories · arXiv:2506.10842
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Uncertainty-Aware Deep Learning for Automated Skin Cancer Classification: A Comprehensive Evaluation 12 Jun 2025 · 0 repositories · arXiv:2506.10302
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Analyzing Emotions in Bangla Social Media Comments Using Machine Learning and LIME 11 Jun 2025 · 0 repositories · arXiv:2506.10154
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CommSense: A Rapid and Accurate ISAC Paradigm 9 Jun 2025 · 0 repositories · arXiv:2506.07685
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Multilingual Hate Speech Detection in Social Media Using Translation-Based Approaches with Large Language Models 9 Jun 2025 · 0 repositories · arXiv:2506.08147
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Comparative performance of ensemble models in predicting dental provider types: insights from fee-for-service data 4 Jun 2025 · 0 repositories · arXiv:2506.04479
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A Review of Various Datasets for Machine Learning Algorithm-Based Intrusion Detection System: Advances and Challenges 3 Jun 2025 · 0 repositories · arXiv:2506.02438
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Fingerprinting Deep Learning Models via Network Traffic Patterns in Federated Learning 2 Jun 2025 · 0 repositories · arXiv:2506.03207
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Heart Rate Classification in ECG Signals Using Machine Learning and Deep Learning 2 Jun 2025 · 0 repositories · arXiv:2506.06349
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Identifying Primary Stress Across Related Languages and Dialects with Transformer-based Speech Encoder Models 30 May 2025 · 0 repositories · arXiv:2505.24571
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Non-invasive maturity assessment of iPSC-CMs based on optical maturity characteristics using interpretable AI 27 May 2025 · 0 repositories · arXiv:2505.20775
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Hybrid Models for Financial Forecasting: Combining Econometric, Machine Learning, and Deep Learning Models 26 May 2025 · 0 repositories · arXiv:2505.19617
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SerendibCoins: Exploring The Sri Lankan Coins Dataset 24 May 2025 · 0 repositories · arXiv:2505.18634
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Uncertainty Quantification in SVM prediction 21 May 2025 · 1 repository · arXiv:2505.15429
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Pathobiological Dictionary Defining Pathomics and Texture Features: Addressing Understandable AI Issues in Personalized Liver Cancer; Dictionary Version LCP1.0 20 May 2025 · 0 repositories · arXiv:2505.14926
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Deepfake Forensic Analysis: Source Dataset Attribution and Legal Implications of Synthetic Media Manipulation 16 May 2025 · 0 repositories · arXiv:2505.11110
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Isolation Forest in Novelty Detection Scenario 13 May 2025 · 0 repositories · arXiv:2505.08489
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Predicting Diabetes Using Machine Learning: A Comparative Study of Classifiers 11 May 2025 · 0 repositories · arXiv:2505.07036
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GBDTSVM: Combined Support Vector Machine and Gradient Boosting Decision Tree Framework for efficient snoRNA-disease association prediction 10 May 2025 · 1 repository · arXiv:2505.06534
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Estimating Quality in Therapeutic Conversations: A Multi-Dimensional Natural Language Processing Framework 9 May 2025 · 0 repositories · arXiv:2505.06151
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An Agent-Based Modeling Approach to Free-Text Keyboard Dynamics for Continuous Authentication 8 May 2025 · 0 repositories · arXiv:2505.05015
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Drug classification based on X-ray spectroscopy combined with machine learning 4 May 2025 · 0 repositories · arXiv:2505.01986
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Toward Automated Regulatory Decision-Making: Trustworthy Medical Device Risk Classification with Multimodal Transformers and Self-Training 1 May 2025 · 0 repositories · arXiv:2505.00422
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Can a Quantum Support Vector Machine algorithm be utilized to identify Key Biomarkers from Multi-Omics data of COVID19 patients? 29 Apr 2025 · 1 repository · arXiv:2505.00037
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Non-native Children's Automatic Speech Assessment Challenge (NOCASA) 29 Apr 2025 · 0 repositories · arXiv:2504.20678
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SteelBlastQC: Shot-blasted Steel Surface Dataset with Interpretable Detection of Surface Defects 29 Apr 2025 · 1 repository · arXiv:2504.20510
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Pediatric Asthma Detection with Googles HeAR Model: An AI-Driven Respiratory Sound Classifier 28 Apr 2025 · 0 repositories · arXiv:2504.20124
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Combining GCN Structural Learning with LLM Chemical Knowledge for or Enhanced Virtual Screening 24 Apr 2025 · 0 repositories · arXiv:2504.17497
Tasks archive 2025-07-28
20 shown of 630 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