Support vector machine (SVM)

area: Machine learning · 6 papers in the last 7 days

\min_{w, b, \xi}\ \tfrac{1}{2}\lVert w \rVert^2 + C \sum_i \xi_i\ \ \text{s.t.}\ \ y_i (w^\top x_i + b) \ge 1 - \xi_i,\ \xi_i \ge 0

Finds the separating hyperplane with the widest margin; support vector regression adapts it to regression.

LaTeX: \min_{w, b, \xi}\ \tfrac{1}{2}\lVert w \rVert^2 + C \sum_i \xi_i\ \ \text{s.t.}\ \ y_i (w^\top x_i + b) \ge 1 - \xi_i,\ \xi_i \ge 0

Names searched for: support vector machine, support vector regression, SVM, SVR

Key findings

Support vector machine (SVM) was mentioned in 56 papers in the last 30 days (2026-09-27 to 2026-10-26), ranking #18 of the 104 equations and models mentioned.
By journal category: AI (31), Finance (8), Operations Research (7), Economics (5) and Management (5).
Most of them appeared in Neural Computing and Applications (12), Applied Intelligence (4) and Future Business Journal (4).
Often mentioned together with Random forest (31), Gradient boosting (XGBoost) (25) and Convolutional neural network (CNN) (21).
Datasets named in the same papers: OR-Library (18), Kaggle (5) and Twitter / X (4).
From Apr 2024 to Sep 2026, 415 archived papers mentioned Support vector machine (SVM) in their title, abstract or keywords, most of them in Jan 2025 (38).

Mentions over 30 months

Papers mentioning it by publication month, Apr 2024 to Sep 2026 (titles, abstracts and keywords)
Trend	Apr 24–Sep 24	Oct 24–Sep 25	Oct 25–Sep 26	30 months
	116	265	34	415

Papers mentioning Support vector machine (SVM), newest first. Newest 50 of 56 papers; all of them are in /data/papers.json.
Date	Title	Journal	Authors	Affiliations
2026-10-24	A priority-aware dual-channel feature fusion method for urban rail service traffic classification	Applied Intelligence	Xinpeng Liu, Junhui Zhao, Zhengyuan Wu et al.	Beijing Jiaotong University
2026-10-23	Dynamic prediction of loss given default in Norwegian retail credit card debt: advanced machine learning versus statistical models	Digital Finance	Cathy Ho, Isabel A. C. Sandersen, Espen Selliken et al.	Norwegian University of Science and Technology
2026-10-23	Learning Dominant States in Elementary Resource Constrained Shortest Path Problems	Annals of Operations Research	Saverio Basso, Alessandro Minoli, Matteo Salani	Dalle Molle Institute for Artificial Intelligence Research
2026-10-22	Quantum-Enhanced Financial Volatility Forecasting and Portfolio Risk Management: A Hybrid Quantum-Classical Framework	Computational Economics	Zefree Lazarus Mayaluri, Sasmita Mishra	C.V. Raman Global University
2026-10-21	Solving two-stage stochastic programming problems using alternating direction method of multipliers	Computational Optimization and Applications	Nouralden Mohammed, Montaz Ali	University of the Witwatersrand
2026-10-21	Leveraging Machine Learning for Profit Forecasting and Cost Optimization Using Public Financial Data	Computational Economics	Bilal Ahmad, Abdu Salam, Mian Abdulbasit et al.	University of Peshawar; Abdul Wali Khan University Mardan; Yeungnam University; …
2026-10-16	Generative deep learning for class imbalance in credit risk modeling: comparative evaluation of synthetic oversampling methods and an elastic oversampling extension	Financial Innovation	Tae Yeon Kwon	Hankuk University of Foreign Studies
2026-10-16	Evaluating LLMs for named entity recognition: a cost-benefit analysis in the legal domain	Knowledge and Information Systems	Shefali Singhal, Eoin O’Connell, Niall McCarroll et al.	University of Ulster; Ulster University, Derry-Londonderry Campus; Ulster Hospital
2026-10-15	pDOC-STANet: A spatiotemporal attention network for automatic assessment of prolonged disorders of consciousness using fNIRS	Applied Intelligence	Zehai Li, Yuxin Xing, Shuwei Wang et al.	Zhejiang Normal University; Wenzhou Medical University; Zhejiang Taizhou Hospital; …
2026-10-15	Prediction of polyurethane foam density using hybrid feature screening and comparative hyperparameter optimization of machine learning models	Knowledge-Based Systems	Oluwayomi Joel Oyejide, Faiz Ahmad, Joseph Achebo et al.	Universiti Teknologi Petronas; Federal University of Petroleum Resource Effurun; University of Benin; …
2026-10-14	Self-promotion learning with label prediction and revision for SVM	Pattern Recognition	Zhihui Lai, Yifei Song, Heng Kong et al.	Shenzhen University; Shenzhen Bao'an District People's Hospital; Shenzhen Institute of Information Technology; …
2026-10-12	Towards Trustworthy Internal Due-Date Assignment in Manufacturing Systems: A Neutrosophic Neural Network-Based Approach	Cognitive Computation	Tin-Chih Toly Chen	National Yang Ming Chiao Tung University
2026-10-12	Exploring multi-horizon cryptocurrency forecasting: can machine learning drive profitable trading strategies?	Annals of Operations Research	Filippo Dal Lago, Rocco Andrea D’Alterio, Faizal M.F. Hafiz et al.	University of Insubria; Laboratoire d'Informatique, Signaux et Systèmes de Sophia Antipolis; Fondation Sophia Antipolis; …
2026-10-12	Robust and sparse support vector machine via hybrid truncated loss for supervised classification	Expert Systems with Applications	Yuliang Yang, Chen Chen (6544), Yuxiang Liu et al.	Beijing Forestry University; Peking University; Peking University First Hospital
2026-10-10	Joint resource allocation and adaptive task scheduling in 5G networks using hybrid deep reinforcement with revolution crisscross and quantum supercell optimization	Journal of Scheduling	Ramya Harikrishnan, Jaya Thangappan, Rajendran Velayutham	Vels University
2026-10-08	A novel graph-based patient embedding method for the diagnosis of Alzheimer’s disease from microRNA expression data	Data Mining and Knowledge Discovery	Veronica Buttaro, Antonio Pellicani, Gianvito Pio et al.	University of Bari Aldo Moro; Consorzio Interuniversitario Nazionale per l'Informatica; National Research Council; …
2026-10-08	A stability-validated unsupervised anomaly detection framework for identifying suspicious pre-listing trading behavior in cryptocurrency markets	Digital Finance	Gela Tsuladze, Frédérik Sinan Bernard, Marcos Machado	University of Twente
2026-10-08	Behavioral drivers of cryptocurrency markets: A systematic review	Journal of Behavioral and Experimental Finance	Sebastian Steindl, Hans Rüdiger Kaufmann, Bernd Britzelmaier	University of Nicosia; Pforzheim University of Applied Sciences
2026-10-07	Artificial intelligence technologies, skills demand and employment: Evidence from linked job ads	Labour Economics	Lennert Peede, Michael Stops	Institut für Arbeitsmarkt und Berufsforschung
2026-10-07	Decoding Working Memory Capacity from Gaze and Arousal Dynamics using Machine Learning	Cognitive Computation	Saurabh Sharma, Atif Hassan, Rajlakshmi Guha	Indian Institute of Technology Kharagpur
2026-10-05	Transparent forecasting with XAI: Improving accuracy and trust in electricity demand prediction	Knowledge-Based Systems	Somya Bansal, Vaibhav Baldeva, Asmit Cajla et al.	Thapar Institute of Engineering & Technology; Torrens University Australia; Norwegian University of Science and Technology
2026-10-05	An innovative approach to stock forecasting: combining LSTM, VMD, and artificial rabbit optimization	Future Business Journal	Homa Mehtarizadeh, Najme Mansouri, Behnam Mohammad Hasani Zade et al.	Shahid Bahonar University of Kerman
2026-10-03	An intelligent cybersecurity framework for banking systems: integrating neural networks, large language models, and federated learning for anti-money laundering and fraud detection	Future Business Journal	Tanvir Sajid, Sajida Hafeez	National Textile University
2026-10-03	Uncertainty quantification for trustworthy deep learning: Methods and measures	Neural Networks	H. Martin Gillis, Thomas P. Trappenberg	Dalhousie University
2026-10-01	Truck appointment quota optimization for an inland logistics port: Balancing port operational efficiency and planning stability for trucking companies	Computers & Industrial Engineering	Yating Li, Yongman Zhao, Shi Qiang Liu et al.	Shihezi University; Xinjiang Production and Construction Corps; Ministry of Agriculture and Rural Affairs; …
2026-10-01	A machine learning model for the prediction of the US news & world report ranking of the mechanical engineering graduate programs in the United States	Neural Computing and Applications	Faeze Khademi, Nikith Rachakonda, Matias Salazar Ismodes et al.	University of Illinois Chicago
2026-10-01	A novel AF-CBA framework for accurate and interpretable EEG cognitive state classification	Neural Computing and Applications	Bichitra Mandal, Subasish Mohapatra, Ramesh Sahoo	Indian Institute of Technology Bhubaneswar; Odisha University of Agriculture and Technology
2026-10-01	Convex-Relaxed Counterfactual Optimization for Non-differentiable Classifiers via Neural Surrogates	Neural Networks	Ao Xu, Zihao Li, Tieru Wu
2026-10-01	Machine learning surrogates for latent profile analysis: a comparative study with Kolmogorov–Arnold Networks on perfectionism profiles in Turkish adolescents	Neural Computing and Applications	Ömer Miraç Kökçam, Büşra Kökçam, Ferhat Uçar	Fırat University; Usak University
2026-10-01	Alzheimer’s multimodal diagnosis: enhancing cross-attention between speech and text	Neural Computing and Applications	Kewen Ding, Azadeh Noori Hoshyar, Tanusri Bhattacharya et al.	Federation University; Western Sydney University; Myer Foundation; …
2026-10-01	A comprehensive empirical evaluation of quantum machine learning for financial prediction: systematic comparison with classical approaches	Neural Computing and Applications	Raed Abu Zitar, Samia Loucif, Murad M. Al-Rajab et al.	Liwa University; Zayed University; Abu Dhabi University; …
2026-10-01	SYNAPSE-X: a calibration-aware vision transformer framework for selective referral in multi-class brain tumor MRI classification	Neural Computing and Applications	Sadaf Tabatabaee, Mohammad T. Khasawneh	Binghamton University
2026-10-01	Addressing Methodological Challenges in Time Series Anomaly Detection	Machine Learning	Nancy Xu, Henrik Boström
2026-10-01	A machine learning framework for prediction and inverse design of micro-hole diameters in titanium drilled by µEDM	Neural Computing and Applications	Anshul Agrawal, Yash Yalamalli, Siddhartha Kar et al.	Ramaiah Institute of Technology
2026-10-01	HydraML: a hybrid damaged roofs automated machine learning classifier for cultural heritage	Neural Computing and Applications	Francesco Colace, Massimo De Santo, Rosario Gaeta et al.	University of Salerno; Ministero della cultura
2026-10-01	Patient-independent EEG seizure detection using channel attention and dual-branch time–frequency features	Neural Computing and Applications	Hrishikesh Tiwary, Arnav Bhavsar, H Muralikrishna	Indian Institute of Technology Mandi; Manipal Academy of Higher Education
2026-10-01	MedFusionNet integrating diffusion augmentation and multi backbone models for pediatric MRI classification	Neural Computing and Applications	S. Santhiya, C. S. Kanimozhiselvi
2026-10-01	DIRU: dendrite-inspired recurrent units for learning chaotic dynamics and neonatal epilepsy time series	Neural Computing and Applications	Alessandro Crimi, Cristiano Micheli, Tiziana Currieri et al.	University of Agriculture in Krakow; AGH University of Krakow; Technische Universität Ilmenau; …
2026-10-01	Predicting repayment delays in Italian real estate crowdfunding: Evidence from a machine learning approach	Journal of Economics and Business	Mattia Fasano, Ivan Nania, Raffaele Staglianò	University of Messina
2026-10-01	Shear strength prediction of reinforced recycled aggregate concrete beams without stirrups using soft computing and empirical methods	Neural Computing and Applications	Ghazi Bahroz Jumaa	University of Garmian
2026-10-01	Dynamic factor loadings and portfolio return prediction: Evidence from deep sequence models	International Review of Economics & Finance	Viktor Manahov, Zihao Hou, Dimitrios Stafylas
2026-10-01	Detection of causality in sentences: a comparative study of ensemble and non-ensemble approaches across embedding paradigms with explainable AI	Journal Of Big Data	C. H. Rohith, K. B. Sivachandra, Neethu Mohan et al.	Amrita Vishwa Vidyapeetham; Universitat Pompeu Fabra
2026-10-01	A comprehensive survey on multimodal sentiment analysis: Approaches, challenges and open issues	International Journal of Information Management	Fatemeh Hemmatian, Arash Sabbaghi, Mohammad Karim Sohrabi	Islamic Azad University Semnan
2026-10-01	Multi-view self-supervised learning for label-flipping robustness in tabular data: a comparative study	Applied Intelligence	Jinhyeok Jang, Sohee Park, Seung-Soo Nam et al.	Soongsil University
2026-10-01	COCOA: a model-agnostic framework for forecasting accessories demand from final product sales	Computers & Industrial Engineering	Matteo Gabellini, Alberto Regattieri	University of Ferrara; University of Bologna
2026-10-01	On Kernel Eigen-Alignments of KRR: Reconstruction and Generalization	Machine Learning	Yang Liu, Ernest Fokoue, Richard Lange et al.	Rochester Institute of Technology
2026-10-01	Monotone and Nonmonotone Linearized Block Coordinate Descent Methods for Nonsmooth Composite Optimization Problems	Journal of Optimization Theory and Applications	Yassine Nabou, Lahcen El Bourkhissi, Sebastian U. Stich et al.	University of Helsinki; Universitatea Națională de Știință și Tehnologie Politehnica București; Helmholtz Center for Information Security
2026-10-01	Privacy Leakage on DNNs: A Survey of Model Inversion Attacks and Defenses	International Journal of Computer Vision	Hao Fang, Yixiang Qiu, Hongyao Yu et al.	Tsinghua Shenzhen International Graduate School; Tsinghua University; Harbin Institute of Technology; …
2026-09-30	Order-flow toxicity in cryptocurrency perpetual futures: Order flow signals, price-impact persistence, and the limits of volatility-based metrics	International Review of Economics & Finance	Suresh Rajendran, Divya Singaravelu
2026-09-30	Fault recognition approach applied to a rotating machine supported by hydrodynamic bearings using explainable artificial intelligence	Applied Intelligence	Daniel F. Goncalves, Aldemir Ap Cavalini, Valder Steffen	Universidade Federal de Uberlândia

Cite this page

Scholar4AI. (2026). Support vector machine (SVM). Journal Research Rankings. Retrieved October 26, 2026, from https://scholar4ai.com/equations/support-vector-machine-svm

@misc{scholar4ai-equations-support-vector-machine-svm,
  author = {{Scholar4AI}},
  title = {Support vector machine (SVM)},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/equations/support-vector-machine-svm}},
  urldate = {2026-10-26},
  note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}

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