Special Issues

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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Innovative Methods in Long Sequence Forecasting and Time Series Analysis
edited by Haoyi Zhou, Qingyun Sun and
submission deadline 31 Dec 2025 | 4 articles | Viewed by 3066 | Submission Open
Keywords: time series analysis; spatiotemporal forecasting; non-stationary process modeling; high-dimensionality embedding; interpretability– accuracy trade-off; frequency– time domain synthesis; long-term dependency modeling; cross-scale dependency learning; data-driven decision making; domain knowledge integration; interdisciplinary applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Image-Based Decision Support Systems for Personalized Healthcare and Computational Biology submission deadline 31 Dec 2025 | 2 articles | Viewed by 3062 | Submission Open
Keywords: biomedical imaging; radiology and optical imaging; multimodal imaging; multi-omics data fusion; tomographic reconstruction; image analysis for personalised medicine; image analysis for computer aided diagnosis; image segmentation; image registration; image reconstruction and super-resolution; image retrieval; machine learning; foundation modelling; model uncertainty and interpretability
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Modeling Multivariate Financial Time Series and Computing submission deadline 31 Dec 2025 | 2 articles | Viewed by 3031 | Submission Open
Keywords: conditional covariance matrix; multivariate financial time series analysis; computational methods for multivariate time series analysis; spillovers; risk measures; tail risk measures
(This special issue belongs to the Section E5: Financial Mathematics)
New Advances in Control Theory and Its Applications
edited by Cong Wang
submission deadline 31 Dec 2025 | 2 articles | Viewed by 2941 | Submission Open
Keywords: intelligent control; control algorithm; dynamic system; optimal control
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Decision Making under Uncertainty in Soft Computing submission deadline 31 Dec 2025 | 2 articles | Viewed by 2937 | Submission Open
Keywords: fuzzy sets; soft sets; hesitant sets; etc.; and their extensions/generalizations; decision making; multiple criteria decision making; medical decision making; optimization; reasoning under uncertainty; aggregation operators; granular computing; fuzzy fractional integral aggregation; Hermite– Hadamard– Fejé r inequality; linguistic variables; artificial intelligence; soft computing; fuzzy set theory; deep learning; neural networks; machine learning; expert systems; soft computing applications in medical sciences and bioinformatics; applications of fuzziness in artificial intelligence; economics; medicine; engineering; etc.  
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Mathematical Computation for Pattern Recognition and Computer Vision
edited by and
submission deadline 31 Dec 2025 | 2 articles | Viewed by 2805 | Submission Open
Keywords: artificial intelligence; pattern recognition; computer vision; feature extraction; feature matching; image processing; single-image 3d restoration; multiple view geometry; 3D point cloud; 3D object recognition; machine learning; neural network; deep learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Epidemiology and Evolutionary Games submission deadline 31 Dec 2025 | 3 articles | Viewed by 2775 | Submission Open
Keywords: agent-based models; complex networks; disease invasion; epidemic models; epidemiology; evolutionary game theory; mathematical epidemiology; population dynamics; spatial games; vaccination game
(This special issue belongs to the Section E3: Mathematical Biology)
Stochastic Models with Applications, 2nd Edition submission deadline 31 Dec 2025 | 2 articles | Viewed by 2659 | Submission Open
Keywords: complex systems; dependence and copula models; reliability models; random evolution models; Markov and semi-Markov models; neural models; random walks; queueing models; stochastic models and Cybersecurity
(This special issue belongs to the Section D1: Probability and Statistics)
Functional Analysis and Mathematical Optimization
edited by , Qiang Wu and
submission deadline 31 Dec 2025 | 1 articles | Viewed by 2561 | Submission Open
Keywords: functional analysis; number theory; operator theory; theories of measure; integration; and probability in infinite dimensional spaces; applications of functional analysis; discrete optimization; continuous optimization; stochastic optimization; optimization algorithms; calculus of variations; optimization techniques and applications
(This special issue belongs to the Section E: Applied Mathematics)
Intelligent Computing and Mathematical Physics: Robots, Security Games, Quantum Algorithms and Symbolic Computing
edited by Runfa Zhang and
submission deadline 31 Dec 2025 | 1 articles | Viewed by 2348 | Submission Open
Keywords: symbol calculation; neural network model; intelligent computing; partial differential equation; mathematical physics; robotics; dynamics; control; numercial simulation; artificial intelligence; transition of turbulence; security game; bi/tri-level programming; facility location; emergency management; meta-heuristic algorithm; quantum algorithm; quantum error correction; quantum machine learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modeling of Energy Transition, Climate Finance, and Sustainable Economic Systems submission deadline 31 Dec 2025 | 2 articles | Viewed by 2156 | Submission Open
Keywords: mathematical finance; energy transition; climate risk; sustainable finance; carbon markets; ESG modeling; stochastic processes; partial differential equations; optimization; network theory; control systems; game theory; econometrics; time series analysis
(This special issue belongs to the Section E5: Financial Mathematics)
Recent Advances in Planning and Scheduling for Supply Chain Optimization
edited by and
submission deadline 31 Dec 2025 | 3 articles | Viewed by 2017 | Submission Open
Keywords: planning and scheduling; production scheduling; logistics optimization; facility location; combination optimization; evolutionary computation; machine learning
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Extreme Value Theory: Theory, Methodology and Applications
edited by
submission deadline 31 Dec 2025 | 1 articles | Viewed by 1979 | Submission Open
Keywords: spatial and/or temporal process; methodological statistics; nonparametric statistics machine learning; causal inference; regression models; applied probability; graphical models; optimization; data science; applied statistical modelling and simulation
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Methods Applied in Power Systems, 2nd Edition submission deadline 31 Dec 2025 | 2 articles | Viewed by 1957 | Submission Open
Keywords: modeling and simulation; applied numerical methods; computational techniques; performance analysis and forecasting; optimization and operational research; data mining and soft computing; statistics; evolutionary computation; fuzzy logic; expert systems
(This special issue belongs to the Section E: Applied Mathematics)
Partial Differential Equations in Applied Mathematics
edited by Oke Davies Davies Adeyemo
submission deadline 31 Dec 2025 | 1 articles | Viewed by 1912 | Submission Open
Keywords: lie group analysis and applications; Darboux and Bä cklund transform; Hirota bilinear technique; d-bar formalism; inverse scattering transforms; applied fluid problems; analytical methods; Riemann– Hilbert problems; Fokas approach; Hamiltonian theory
(This special issue belongs to the Section C1: Difference and Differential Equations)
Numerical Modeling and Applications in Mechanical Engineering
edited by László Péter Kiss
submission deadline 31 Dec 2025 | 2 articles | Viewed by 1848 | Submission Open
Keywords: finite element method; discrete element method; meshfree methods; optimization; mechanics of solids; computational fluid dynamics; fluid-structure interaction; heat transfer
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Recent Studies on Partial Differential Equations and Its Applications
edited by Quan Wang
submission deadline 31 Dec 2025 | 2 articles | Viewed by 1840 | Submission Open
Keywords: well-posedness; nonlinear stability and instability; steady-state and dynamic bifurcation; large time behavior; singularity formation
(This special issue belongs to the Section C1: Difference and Differential Equations)
Advanced Machine Learning Techniques for Big Data Challenges
edited by Gang Wang, Jing Liu and Jingling Ma
submission deadline 31 Dec 2025 | 1 articles | Viewed by 1804 | Submission Open
Keywords: generative artificial intelligence (GAI); large language models (LLMs); graph neural networks; reinforcement learning; federated learning; self-supervised learning; transfer learning; ensemble learning; machine learning; big data
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computational Mathematics and Artificial Intelligence
edited by , , and Geoffrey McLachlan
submission deadline 31 Dec 2025 | Viewed by 1726 | Submission Open
Keywords: efficient numerical/approximation methods; algorithmic and computational complexity; large-scale optimization; stochastic methods; computational statistics; machine learning algorithms; computational methods for deep learning; fluid computational dynamics; bioinformatics; molecular modeling; computer vision; natural language processing
(This special issue belongs to the Section E: Applied Mathematics)
Approximation and Computation for Numerical Analysis: Latest Advances and Prospects
edited by Abdelouahed Kouibia and
submission deadline 31 Dec 2025 | 1 articles | Viewed by 1711 | Submission Open
Keywords: numerical analysis; approximation and computation; spline functions; radial functions; polynomial functions; partial differential equation
(This special issue belongs to the Section E: Applied Mathematics)
Dynamical Systems and Complex Systems
edited by
submission deadline 31 Dec 2025 | 2 articles | Viewed by 1459 | Submission Open
Keywords: dynamical systems; complex systems; ergodic systems; chaotic systems
(This special issue belongs to the Section C2: Dynamical Systems)
Numerical Optimization in Integrated Multi-Dimensional Transportation Systems
edited by and Ni Li
submission deadline 31 Dec 2025 | 2 articles | Viewed by 1410 | Submission Open
Keywords: integrated multi-dimensional transportation; traffic flow modeling and control; energy and emission optimization in transportation; unmanned aerial vehicles (UAVs); connected automated vehicles (CAVs); unmanned ground vehicles (UGVs); air– ground cooperative systems; UAV and UGV collaborative transport; cooperative optimization and control; intelligent flight control and optimization; navigation and guidance technologies; vehicle perception and decision making; swarm intelligent control; multi-modal transportation planning; behavioral science in transportation systems; travel behavior analysis; integrated transportation networks; low-altitude economy and advanced/urban air mobility; multi-source big data fusion and analysis in transportation
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advanced Numerical Modelling and Simulation Techniques in Computational Mechanics
edited by Yousef Ghaffari Motlagh
submission deadline 31 Dec 2025 | 1 articles | Viewed by 1357 | Submission Open
Keywords: isogeometric analysis; phase-field; material point method; physics-informed neural networks; machine learning; variational multi-scale method; finite cell method; virtual element method.
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical and Computational Models of Cognition, 2nd Edition
edited by
submission deadline 31 Dec 2025 | 1 articles | Viewed by 1271 | Submission Open
Keywords: mathematical cognitive science; cognitive modeling; mathematical modeling; cognitive science; computational modeling; metamodeling; psychophysics; mathematical psychology; cognition; perception; concept learning; categorization; memory; reasoning; problem solving; similarity assessment; decision-making; attention
(This special issue belongs to the Section E3: Mathematical Biology)
Uncertainty Quantification Techniques in Statistics, Machine Learning and FinTech: 2nd Edition
edited by
submission deadline 31 Dec 2025 | 2 articles | Viewed by 1261 | Submission Open
Keywords: artificial intelligence; bayesian statistics; bioinformatics; biostatics; blockchain; big data; change-point detection; computer model; cryptocurrencies; cyber security; data analytics; data mining; deep learning; electronic data interchange (EDI); e-Learning; expert systems; financial time series; functional data analysis; fuzzy logic; internet security; internet of things; machine learning; mobile applications; mobile learning; neural networks; quality control; security; sentiment analysis; spatial statistics; support vector machines; web services and performance
(This special issue belongs to the Section D1: Probability and Statistics)
Algebra, Ring Theory, and Homological Algebra with Analysis and Applications submission deadline 31 Dec 2025 | 2 articles | Viewed by 1104 | Submission Open
Keywords: rings; algebras; modules; homological algebra; category theory; Hopf algebras; Banach algebras; Hilbert spaces; Jordan algebras; coding theory; cryptography
(This special issue belongs to the Section A: Algebra and Logic)
Finite Element Analysis and Application
edited by João Elias Abdalla Filho, Roberto Dalledone Machado and John Otto Dow
submission deadline 31 Dec 2025 | 1 articles | Viewed by 1001 | Submission Open
Keywords: finite element methods; finite element analysis; computational mechanics; mathematical modeling; numerical approaches
(This special issue belongs to the Section C: Mathematical Analysis)
Recent Advances in Fractal and Fractional Calculus
edited by
submission deadline 31 Dec 2025 | 1 articles | Viewed by 935 | Submission Open
Keywords: fractional calculus; fractional differential equations; fractional difference equations; multidimensional fractional calculus; fractal geometry
(This special issue belongs to the Section C1: Difference and Differential Equations)
Theory and Application of Neural Networks and Complex Networks, 2nd Edition submission deadline 31 Dec 2025 | 1 articles | Viewed by 920 | Submission Open
Keywords: centrality measures; neural networks; machine learning; complex networks; predictive models; multiplex networks; graph neural networks
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Recent Advances in Numerical Integration of Differential Equations
edited by
submission deadline 31 Dec 2025 | 1 articles | Viewed by 910 | Submission Open
Keywords: conservative properties; long-time stability; numerical analysis; phase-field equations; physical plasmas
(This special issue belongs to the Section C1: Difference and Differential Equations)
Trends in Evolutionary Computation with Applications submission deadline 31 Dec 2025 | 1 articles | Viewed by 875 | Submission Open
Keywords: evolutionary computation; nature-inspired algorithms; swarm intelligence; bio-inspired computing; hybrid optimization; nature-inspired algorithms; parallel processing; cloud-based deployments; fuzzy logic; soft computing
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Computational Intelligence, Computer Vision and Pattern Recognition
edited by
submission deadline 31 Dec 2025 | 1 articles | Viewed by 861 | Submission Open
Keywords: computer vision; pattern recognition; deep learning; image analysis; object detection; recognition systems; multimodal learning; video analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Stability and Stabilization of Partial Differential Equations
edited by and Guchuan Zhu
submission deadline 31 Dec 2025 | 1 articles | Viewed by 640 | Submission Open
Keywords: partial differential equations (PDEs); stability analysis; nonlinear PDEs; stabilization problems; control design; numerical simulations; fluid dynamics; electrical engineering; material science; ecological modeling
(This special issue belongs to the Section C1: Difference and Differential Equations)
Parametric and Nonparametric Statistics: From Theory to Applications, 2nd Edition submission deadline 31 Dec 2025 | 1 articles | Viewed by 594 | Submission Open
Keywords: empirical processes; high-dimensional data; data-mining; extremes; records; time series; regression; econometrics; signal processing; parametric methods; nonparametric methods; semiparametric methods; rank statistics; order statistics; robustness; renewal processes; functional estimation
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Finite Element Methods and Boundary Value Problems
edited by
submission deadline 31 Dec 2025 | Viewed by 583 | Submission Open
Keywords: differential equations; integral equations; numerical analysis; finite element methods; computational mechanics; computational discretization; high-performance computing; multiphysics; nanotechnology; machine learning
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Probability Distributions and Their Applications
edited by , Wei Ning and Cong Wang
submission deadline 31 Dec 2025 | Viewed by 563 | Submission Open
Keywords: skewed distribution; change point analysis; parameter estimation; linear regression model; empirical likelihood method; data analysis; hypothesis testing; causal inference; the A Priori Procedure method; Bayesian inferences; conditional tail expectation; tail dependence
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Computational Structural Dynamics
edited by
submission deadline 31 Dec 2025 | Viewed by 520 | Submission Open
Keywords: computational structural dynamics; mathematical modelling; finite element modelling; dynamic behaviour; dynamic structural analysis; complex structural systems; structural health monitoring; vibration control; structural mechanics; multiphysics problems; multiscale modeling; smart materials and structures
(This special issue belongs to the Section E2: Control Theory and Mechanics)
IIHMSP: Intelligent Information Hiding and Multimedia Signal Processing
edited by and
submission deadline 31 Dec 2025 | Viewed by 501 | Submission Open
Keywords: information hiding and security; multimedia signal processing and networking; bioinspired multimedia technologies and systems; information and computer technology
(This special issue belongs to the Section E: Applied Mathematics)
Numerical Analysis of Stochastic Differential Equations and Their Applications
edited by
submission deadline 31 Dec 2025 | Viewed by 356 | Submission Open
Keywords: trends and challenges related to stochastic differential equations; optimal control problems governed by stochastic differential equations; numerical treatment of stochastic differential equations; multilevel Monte Carlo methods; simulation of stochastic differential equations and parameter estimators; stochastic differential equations driven by Lé vy processes; malliavin calculus; modeling and applications in supervised and unsupervised machine learning; linking artificial intelligence with stochastic differential equations
(This special issue belongs to the Section D1: Probability and Statistics)
Nonlinear Wave Dynamics: Theory and Application
edited by Zhen Wang, and Xiangyu Yang
submission deadline 31 Dec 2025 | 1 articles | Viewed by 317 | Submission Open
Keywords: integrable system; nonlinear wave; soliton; rogue wave; Riemann– Hilbert problem; inverse scattering method; Darboux transformation; Hirota bilinear method; ocean wave; fluid mechanics
(This special issue belongs to the Section C2: Dynamical Systems)
Physics-Informed Machine Learning: Methodologies and Applications
edited by Kuangdai Leng and Lu Lu
submission deadline 31 Dec 2025 | Viewed by 286 | Submission Open
Keywords: physics-informed machine learning; neural networks; partial differential equations; scientific computing; operator learning; physics-based modeling; inverse problems; computational science; uncertainty quantification; data-driven simulations
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Mathematical Modeling of Biological Systems: Deterministic, Stochastic, and Complex Dynamics
edited by , and Hsiu-Chuan Wei
submission deadline 31 Dec 2025 | Viewed by 276 | Submission Open
Keywords: population dynamics; epidemiology; mathematical oncology; tumor– immune interactions; biological regulation; dynamical stability and bifurcations; ecological heterogeneity; data-driven validation; reaction– diffusion models; spatial ecology; resource competition
(This special issue belongs to the Section E3: Mathematical Biology)
Applied Operations Research and Optimization Problems in Network Science
edited by
submission deadline 31 Dec 2025 | Viewed by 247 | Submission Open
Keywords: operations research; network sciences; optimization techniques for analyzing and improving complex networked systems; theoretical advancements; algorithmic developments; real-world applications across various domains; transportation; telecommunications; supply chains; social networks; graph-based optimization; network flow models; facility location problems; scheduling in networks; mathematical programming; heuristics; meta-heuristics and math-heuristic algorithms; signal processing techniques in sensor network telecommunication; localization with sensor networks; optimization algorithmic approaches
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Computational Methods for Computer Vision and Medical Image Analysis submission deadline 31 Dec 2025 | Viewed by 240 | Submission Open
Keywords: computer vision; medical image analysis; image segmentation; inverse problems in imaging; deep learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Numerical Methods in Fluid Dynamics submission deadline 31 Dec 2025 | Viewed by 195 | Submission Open
Keywords: numerical methods; fluid dynamics; high-performance computing; machine learning; deep learning; artificial neural networks; design optimization
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Automatic Control and Soft Computing in Engineering, 2nd Edition submission deadline 31 Dec 2025 | Viewed by 194 | Submission Open
Keywords: optimal control and supervision; metaheuristic control; advanced techniques in automatic control; computational methods in engineering; parallel computing; evolutionary computing
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Numerical Methods in Mathematical Biology
edited by
submission deadline 31 Dec 2025 | Viewed by 193 | Submission Open
Keywords: numerical methods; mathematical biology; partial differential equations
(This special issue belongs to the Section E3: Mathematical Biology)
Making AI Materially Better: Mathematics for Contemporary AI Needs
edited by Mehmet M. Dalkilic
submission deadline 31 Dec 2025 | Viewed by 185 | Submission Open
Keywords: supervised learning; unsupervised; reinforcement; deep; representation; generative; reactive; hybrid; scalable and distributed; big data; emergent behavior
Theory and Multidisciplinary Applications of Computational Intelligence
edited by
submission deadline 31 Dec 2025 | Viewed by 179 | Submission Open
Keywords: artificial intelligence; computational intelligence; neural networks; fuzzy systems; evolutionary computation; mathematical foundations
(This special issue belongs to the Section E: Applied Mathematics)
Emerging Applications of Artificial Intelligence Algorithms in Computer and Network Security
edited by , , Yeim-Kuan Chang and Yung-Chung Wang
submission deadline 31 Dec 2025 | Viewed by 176 | Submission Open
Keywords: artificial intelligence; computer security; network security; machine learning; malware detection; intrusion detection; steganalysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
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