Mathematics

Mathematics publishes Special Issues to create collections of papers on specific topics, with the aim of building a community of authors and readers to discuss the latest research and develop new ideas and research directions. Special Issues are led by Guest Editors, who are experts on the topic and all Special Issue submissions follow MDPI's standard editorial process. The journal’s Editor-in-Chief and/or designated Editorial Board Member will oversee Guest Editor appointments and Special Issue proposals, checking their content for relevance and ensuring the suitability of the material for the journal. The papers published in a Special Issue will be collected and displayed on a dedicated page of the journal’s website. Further information on MDPI's Special Issue policies and Guest Editor responsibilities can be found here. For any inquiries related to a Special Issue, please contact the Editorial Office.

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Numerical Analysis and Applied Mathematics: Theory, Methods, and Applications

edited by

Theodore E. Simos

submission deadline 31 Oct 2026 | Viewed by 20 | Submission Open

Keywords: numerical analysis; computational mathematics; applied and industrial mathematics; scientific computing and algorithms; approximation; mathematical physics; mathematical chemistry; mathematical biology and mathematical medicine; optimization and operational research; discrete applied mathematics; mathematical modeling; neural networks; machine learning

(This special issue belongs to the Section E: Applied Mathematics)

Representation Learning for Computer Vision and Pattern Recognition, 2nd Edition

edited by

Guangwei Gao

and

Juncheng Li

submission deadline 31 Oct 2026 | Viewed by 19 | Submission Open

Keywords: representation learning; computer vision; pattern recognition; metric learning and kernel learning; multi-view/multi-modal learning; robust representation and coding; domain transfer learning; learning under low-quality media data; efficient vision transformer; deep learning and its applications

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Recent Advances in Artificial Intelligence and Machine Learning, 3rd Edition

edited by

Liang Zou

, Meng Lei and

Zhenhua Yu

submission deadline 31 Oct 2026 | Viewed by 17 | Submission Open

Keywords: artificial intelligence; machine learning; computer vision; natural language processing; intelligent speech; interpretable algorithms; deepfake

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Machine Learning on Big Data: From Statistical Learning to Probabilistic Modeling

edited by Ching-Shih Tsou and Duxin Chen

submission deadline 31 Oct 2026 | Viewed by 15 | Submission Open

Keywords: deep learning; generative modeling; graph neural networks; reinforcement learning; multi-agent systems; AI-driven optimization; Bayesian optimization; uncertainty quantification

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Bioinspired Intelligent Algorithms for Optimization, Modeling and Control: Theory and Applications, 3rd Edition

edited by

Alma Y. Alanis

submission deadline 31 Oct 2026 | Viewed by 12 | Submission Open

Keywords: bioinspired intelligent algorithms for modeling; bioinspired intelligent algorithms for control; bioinspired intelligent algorithms for fault detection and diagnosis; bioinspired intelligent algorithms for cyber– physical systems; bioinspired intelligent algorithms for optimization; data-driven bioinspired intelligent algorithms; deep learning bioinspired intelligent algorithms; mathematical analysis of bioinspired intelligent algorithms; bioinspired intelligent algorithms applications to robotics; dynamic systems; complex networks; classification; forecasting; biomedical systems; energy systems; industry; transportation; mechatronics; and others

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Recent Advances in Nonlinear Control for Dynamic Systems

edited by

Cuauhtemoc Acosta Lua

and

Stefano Di Gennaro

submission deadline 31 Oct 2026 | Viewed by 11 | Submission Open

Keywords: nonlinear control; robust control; parametric uncertainties; sliding mode control; adaptive control; machine learning; stability analysis; mathematical modeling; dynamical systems; numerical simulation; real-time simulation

(This special issue belongs to the Section E: Applied Mathematics)

Numerical and Computational Methods in Engineering, 2nd Edition

edited by

Qinghe Yao

and Weide Liu

submission deadline 31 Oct 2026 | Viewed by 11 | Submission Open

Keywords: applied mathematics; numerical methods for partial differential equations; computational mechanics; optimization algorithms; structural analysis; heat and mass transfer simulation; computational electromagnetics; multi-physics simulations; computational materials science; high-performance computing; data-driven algorithms; big data analysis; machine learning in engineering

(This special issue belongs to the Section E2: Control Theory and Mechanics)

Complex Dynamical Networks and Chaotic Systems

edited by Hanlin Sun and Lorenzo Cirigliano

submission deadline 1 Nov 2026 | Viewed by 69 | Submission Open

Keywords: complex dynamical networks; dynamics on networks; critical phenomena on networks; higher-order networks; hypergraphs; simplicial complexes; multilayer networks; epidemic spreading model; information diffusion; opinion dynamics; neural networks; ecosystem dynamics

(This special issue belongs to the Section C2: Dynamical Systems)

Information-Induced Geometries in Statistics, Data Analysis, and Applied Research

edited by

Josep Maria Oller

and

David Bernal-Casas

submission deadline 20 Nov 2026 | 1 articles | Viewed by 1479 | Submission Open

Keywords: information; positive-definite kernel; information geometry; intrinsic statistical data analysis; principle of minimum loss of Fisher information; variational principles; quantum mechanics; Bayes theorem

(This special issue belongs to the Section D1: Probability and Statistics)

Advances in Computational Structural Dynamics and Differential Equations

edited by

Jinze Li

submission deadline 30 Nov 2026 | Viewed by 43 | Submission Open

Keywords: computational structural dynamics; nonlinear differential equations; multiphysics coupling; scientific machine learning

(This special issue belongs to the Section C2: Dynamical Systems)

Numerical Analysis and Simulation in Computational Mechanics

edited by

Tianjiao Li

submission deadline 30 Nov 2026 | Viewed by 20 | Submission Open

Keywords: computational mechanics; numerical analysis; rock mechanics; thermo-hydro-mechanical coupling; hydraulic fracturing; enhanced geothermal systems; digital rock physics; multi-scale modeling

(This special issue belongs to the Section E: Applied Mathematics)

Advances in Fuzzy Rough Sets and Intelligent Computing

edited by Wentao Li,

Chao Zhang

and

Tao Zhan

submission deadline 31 Dec 2026 | 1 articles | Viewed by 1041 | Submission Open

Keywords: fuzzy rough sets; intelligent computing; machine learning; decision support systems; multi-criteria decision making

(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)

Statistical Analysis and Data Science for Complex Data, 2nd Edition

edited by

Li-pang Chen

submission deadline 31 Dec 2026 | 1 articles | Viewed by 324 | Submission Open

Keywords: algorithm; big data; high dimensionality; noisy data

(This special issue belongs to the Section D1: Probability and Statistics)

Advances in Biostatistics and Bioinformatics

edited by

Bowen Liu

and

Md Nahid Hasan

submission deadline 31 Dec 2026 | Viewed by 101 | Submission Open

Keywords: biostatistics; bioinformatics; machine learning; deep learning; statistical learning; data mining; genomic data analysis; epidemiology; personalized medicine; public health; statistical methods and AI in medical research; statistical methods and AI in epidemiology

(This special issue belongs to the Section D1: Probability and Statistics)

Advanced Mathematical and Statistical Methods for Modern Data Science and Scientific Machine Learning

edited by

Guanxun Li

and

Chunyang Liao

submission deadline 31 Dec 2026 | Viewed by 29 | Submission Open

Keywords: artificial intelligence; approximation theory; bayesian inference; bioinformatics; computational inference; data science; high-dimensional probability; large language models; MCMC; multiple testing; probabilistic modeling; scientific machine learning; statistical computing

(This special issue belongs to the Section D1: Probability and Statistics)

Displaying special issue 1201-1250 on page 25 of 25.

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