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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Machine Learning and Finance submission deadline 5 Aug 2025 | 13 articles | Viewed by 31818 | Submission Open
Keywords: machine learning; neural networks; finance; XAI; MFGs; economics; computer science; stochastic analysis; risk; predictive modelling; CR modelling; fraud detection; sentiment analysis
(This special issue belongs to the Section E5: Financial Mathematics)
Mathematical Modelling, Analysis, and Optimization for Engineering and Mechanics submission deadline 10 Aug 2025 | 8 articles | Viewed by 11094 | Submission Open
Keywords: fluid dynamics; turbulence modelling; nonlinear dynamics; hydrodynamic instabilities; fluids in porous media; thin films; mathematical modelling; nonlinear analysis; numerical methods; partial differential equations; Navier– Stokes systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Statistics: Theories and Applications
edited by , Shaoyu Li and
submission deadline 10 Aug 2025 | 6 articles | Viewed by 3229 | Submission Open
Keywords: Bayesian statistics; distributed computing; variable selection; nonparametric smoothing; financial time series analysis; analysis of genetics data; high-dimensional data; AI-assisted model validation
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematics Applications of Artificial Intelligence and Computer Vision
edited by Dimitrios Tsourounis
submission deadline 10 Aug 2025 | 1 articles | Viewed by 1272 | Submission Open
Keywords: computer vision; artificial intelligence; mathematical modeling; image processing; deep learning; pattern recognition; geometric methods; knowledge distillation; optimization techniques; computational intelligence
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Mathematical Methods for Networked System Control and Synchronization
edited by Ziqian Liu, Yanli Huang and Jinliang Wang
submission deadline 10 Aug 2025 | 1 articles | Viewed by 982 | Submission Open
Keywords: networked systems; control theory; synchronization; differential equations; graph theory; optimization algorithms; Lyapunov functions; consensus algorithms; game theory; Kalman filters
(This special issue belongs to the Section E: Applied Mathematics)
Computation, Modeling and Simulation for Nanofluidics
edited by Musawenkosi Patson Mkhatshwa and
submission deadline 10 Aug 2025 | 1 articles | Viewed by 684 | Submission Open
Keywords: computational techniques; nanofluidics; mathematical modeling; molecular dynamics; multi-scale approaches; machine learning; micro- and nanoscale transport; fluid dynamics; heat and mass transport
(This special issue belongs to the Section E: Applied Mathematics)
Numerical Analysis of Differential Equations with Applications
edited by
submission deadline 10 Aug 2025 | Viewed by 334 | Submission Open
Keywords: mathematical models for ordinary differential equations; mathematical methods for partial differential equations; numerical methods for ordinary differential equations; numerical methods for partial differential equations; existence analysis for differential equations; convergence analysis for differential equations; computational experiments for differential equations
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Methods in Computer Graphics and Image Processing
edited by Wanwan Li
submission deadline 10 Aug 2025 | Viewed by 263 | Submission Open
Keywords: realistic rendering; object recognition; image enhancement; procedural modeling; mathematical frameworks; differential geometry; numerical methods; optimization techniques; machine learning; computational algebra
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Artificial Intelligence and Data Science, 2nd Edition
edited by and
submission deadline 11 Aug 2025 | 3 articles | Viewed by 1654 | Submission Open
Keywords: intelligent computing such as auto machine learning; lifelong learning; etc.; complexity theory; high-performance computing; big data technologies and applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applications of Fuzzy Optimization and Decision Making
edited by Maria Carmen Sánchez-Gil
submission deadline 15 Aug 2025 | 1 articles | Viewed by 3114 | Submission Open
Keywords: mathematical modeling; decision-making; fuzzy optimization; fuzzy computing; optimization applications; fuzzy sets; hybrid fuzzy optimization; fuzzy ranking
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Recent Computational Analysis and Simulation for Mathematical Soft Computing Modelling and Nanoscience: Optimisation Techniques submission deadline 15 Aug 2025 | 1 articles | Viewed by 2182 | Submission Open
Keywords: soft computing techniques; mesoscopic/macroscopic formulations; physical nanomaterial models for experimental design and characterization; heat enhancement; nanoparticles; numerical simulations; thermal transferring in nanostructures; thermal measurement technologies; heat transfer; multi-scale computational approaches; artificial intelligence; machine learning; image processing; entropy analysis; hybrid models; combination of mathematical algorithms; discretization methods; particle physics
(This special issue belongs to the Section E: Applied Mathematics)
Advancements in Distributed Computing and Blockchain Technologies
edited by Yingjie Xue
submission deadline 15 Aug 2025 | 1 articles | Viewed by 595 | Submission Open
Keywords: distributed computing; blockchain technology; decentralization; security; privacy; algorithms; smart contracts; scalability; interoperability; applications; governance; data integrity
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Network Comparison and Alignment: Topology Beyond Degrees and Paths
edited by
submission deadline 15 Aug 2025 | Viewed by 195 | Submission Open
Keywords: network analysis; network alignment; graphlets; network motifs
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Business Intelligence: Theoretical and Empirical Issues
edited by
submission deadline 20 Aug 2025 | 6 articles | Viewed by 42312 | Submission Open
Keywords: business intelligence; business analytics; big data; web analytics; business process; competitive intelligence
(This special issue belongs to the Section E5: Financial Mathematics)
Advances in Statistical AI and Causal Inference submission deadline 20 Aug 2025 | 6 articles | Viewed by 7048 | Submission Open
Keywords: deep neural networks; causal inference; precision medicine; non-asymptotic theory; treatment effect; statistical machine learning
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in High-Performance Computing, Optimization and Simulation
edited by Hao Jiang and Zhe Quan
submission deadline 20 Aug 2025 | 3 articles | Viewed by 2750 | Submission Open
Keywords: high-performance computing; parallel algorithms; quantum computations; error analysis; heterogenous computing; mixed precision; communication-avoiding computing; performance tuning; optimization; parallelization; simulation
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Advances in Bioinformatics and Mathematical Modelling submission deadline 20 Aug 2025 | 2 articles | Viewed by 2401 | Submission Open
Keywords: bioinformatics (genome or protein) databases; molecular cell biology; cell simulation; and modeling; experimental design; clustering; classification; and association rules; interactive data exploration and discovery; search-based data analytics; big data analytics; machine learning; hidden Markov models; global optimization; dynamic programming; evolutionary computation; meta-heuristics algorithms
(This special issue belongs to the Section E3: Mathematical Biology)
Analysis on Differentiable Manifolds
edited by
submission deadline 20 Aug 2025 | 4 articles | Viewed by 2327 | Submission Open
Keywords: differentiable manifold; (pseudo-)Riemannian metric; submanifold; curvature; optimal inequalities; affine connection; polynomial structure; quasi-Einstein manifold; spacetime; geometric flow; soliton; vector field; fiber bundle; vector distribution; foliations
(This special issue belongs to the Section B: Geometry and Topology)
Stochastic Optimal Control, Game Theory, and Related Applications
edited by Tianyang Nie, Qi Zhang and Shujun Wang
submission deadline 20 Aug 2025 | 3 articles | Viewed by 1872 | Submission Open
Keywords: stochastic optimal control; game theory; maximum principle; dynamic programming principle; forward– backward differential equations; HJB equations
(This special issue belongs to the Section E: Applied Mathematics)
Machine Learning Applications in Image Processing and Computer Vision
edited by
submission deadline 20 Aug 2025 | 2 articles | Viewed by 1844 | Submission Open
Keywords: mathematical modeling; machine learning; image processing; computer vision; interpretability; explainable AI; medical imaging; synthetic image generation; feature extraction; anomaly detection
(This special issue belongs to the Section E1: Mathematics and Computer Science)
The Application of Deep Neural Networks in Image Processing
edited by
submission deadline 20 Aug 2025 | 2 articles | Viewed by 1663 | Submission Open
Keywords: image classification; object detection; semantic segmentation; image enhancement (e.g.; denoising; deblurring; contrast enhancement; sharpness enhancement); image restoration (e.g.; dehazing; deraining; desnowing; deweathering); edge inference of DNNs
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Optimization Methods and Applications, 3rd Edition submission deadline 20 Aug 2025 | 2 articles | Viewed by 1610 | Submission Open
Keywords: optimization algorithms; heuristics and metaheuristics; approximation algorithms; network optimization; location problems; fuzzy optimization; combinatorial optimization; inverse optimization problems; robust optimization; graph theory; optimal control; forecasting; machine learning; artificial intelligence; parallel programming; mathematical optimization; optimization applications
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Models and Numerical Simulation in Engineering submission deadline 20 Aug 2025 | Viewed by 917 | Submission Open
Keywords: mathematical modeling; computational mathematics; numerical analysis; numerical simulation; engineering; computational fluid dynamics; fluid mechanics
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Intelligence in Systems, Signals and Image Processing
edited by and Wangduk Seo
submission deadline 20 Aug 2025 | 1 articles | Viewed by 830 | Submission Open
Keywords: computational intelligence; deep learning; signal processing systems; image and video processing; multi-modal learning; generative models; biomedical signal processing; pattern recognition; real-world applications; mathematical modeling
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Finite Element Method and Its Related Research in Computational Mechanics
edited by and
submission deadline 20 Aug 2025 | 1 articles | Viewed by 593 | Submission Open
Keywords: finite element analysis; high-order element; variational method; discontinuous Galerkin method; extended finite element method; stabilized finite element method; non-conforming element method; error estimation and control; adaptive finite element method; overlapping finite element method; meshfree methods; smoothed particle hydrodynamics method; moving particle semi-implicit method; peridynamics; dynamic analysis; time integration algorithms; mesh generation; multi-scale simulation; isogeometric analysis; reduced-order modeling; nonlinear material behavior; viscoelastic and hyperelastic materials; contact and interface modeling; subdomain coupling method; parallel computing; GPU accelerated FEM; FEA software development; data-driven approaches
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Dynamical Systems and Complex Systems
edited by
submission deadline 20 Aug 2025 | 1 articles | Viewed by 587 | Submission Open
Keywords: dynamical systems; complex systems; ergodic systems; chaotic systems
(This special issue belongs to the Section C2: Dynamical Systems)
Recent Trends in Hamiltonian Systems
edited by Dan Offin
submission deadline 20 Aug 2025 | Viewed by 361 | Submission Open
Keywords: stability and bifurcations of periodic orbits; Conley– Zehnder index; homoclinic and heteroclinic phenomena; numerical simulation and discrete Hamiltonian systems; N-body systems; choreographies; Laplace resonant chains; integrable systems and normal forms; equivariant variational principle; free time minimizers; Hamilton– Jacobi equation; weak KAM solutions; Lagrangian submanifolds
(This special issue belongs to the Section E4: Mathematical Physics)
Advances in Multimodal Machine Learning in Medical Research
edited by
submission deadline 20 Aug 2025 | Viewed by 308 | Submission Open
Keywords: multimodal; data fusion; transformer; machine learning; deep learning; graph network
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Statistical Methods and Machine Learning for Medical and Genetic Epidemiology
edited by
submission deadline 20 Aug 2025 | Viewed by 288 | Submission Open
Keywords: machine learning; artificial intelligence; genetic epidemiology; causal inference; predictive modeling; big-data analytics; biostatistics; precision medicine
(This special issue belongs to the Section D1: Probability and Statistics)
Stochastic Processes: Theory, Simulation and Applications, 2nd Edition submission deadline 20 Aug 2025 | Viewed by 273 | Submission Open
Keywords: birth– death processes; computational methods for stochastic models; diffusion processes; first-passage-time problems; Gauss– Markov processes; Markov chains; neuronal modeling; population dynamics; probability theory; queueing systems; random walks; simulation of stochastic processes; stochastic models in biology; stochastic processes and applications; finite-velocity random motions; reliability theory; risk theory; stochastic methods for machine learning; stochastic processes governed by fractional equations
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in High-Speed Computing and Parallel Algorithm
edited by
submission deadline 20 Aug 2025 | Viewed by 201 | Submission Open
Keywords: parallel computing; GPU computing; parallelization on HPC platforms; performance analysis; multi-/many-core platforms; cache management
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Theory and Applications of Fractional Models submission deadline 20 Aug 2025 | Viewed by 180 | Submission Open
Keywords: fractional calculus; fractional integrals and derivatives; fractional differential equations; stability analysis
(This special issue belongs to the Section C1: Difference and Differential Equations)
Advances in Epidemiological and Biological Systems Modeling
edited by
submission deadline 20 Aug 2025 | Viewed by 165 | Submission Open
Keywords: differential equations; data-driven modeling; numerical analysis; control interventions; public health; stochastic and agent based
(This special issue belongs to the Section E3: Mathematical Biology)
Sensitivity Analysis and Decision Making submission deadline 25 Aug 2025 | 4 articles | Viewed by 12528 | Submission Open
Keywords: sensitivity analysis in mathematical models; uncertainty analysis; decision making; mathematics for decision making; analytical and simulation methods; fuzzy sets and alternative approaches; model validation and calibration; optimization models
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Fractal Geometry and Applications submission deadline 25 Aug 2025 | Viewed by 535 | Submission Open
Keywords: scale invariance; self-similarity; self-affinity; multi-fractality; persistent homology; conformal invariance; noncommutativity; fractal topology; embedding; fractal measure; fractal metric; effective degrees of freedom; lacunarity; fractal topography; fractal metrology; calculus on fractals; fractal continuum; metamaterials; anomalous diffusion; time series; fractional dimensional space; fractal continuum
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Theoretical and Applied Mathematics in Cryptography and Information Security submission deadline 29 Aug 2025 | 2 articles | Viewed by 1148 | Submission Open
Keywords: number theory and cryptography; mathematical foundations of data encryption; machine learning applications in cryptography and security; quantum cryptography and blockchain security; cryptographic protocols and secure communication methods
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Nonlinear Analysis: Theory, Methods and Applications
edited by Ivan P. Jordanov
submission deadline 30 Aug 2025 | 3 articles | Viewed by 2687 | Submission Open
Keywords: complex systems; mathematical modelling; agent models; nonlinear dynamics; nonlinear PDEs; nonlinear analysis; mathematical economics; financial mathematics
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Modelling for Cooperative Communications
edited by , and Han Hai
submission deadline 30 Aug 2025 | 1 articles | Viewed by 543 | Submission Open
Keywords: modulation technologies; UAV communications; system optimization; security communications; algorithms; applications; IRS communications; interdisciplinary areas
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Fractional Calculus and Mathematical Applications, 2nd Edition submission deadline 31 Aug 2025 | 21 articles | Viewed by 23804 | Submission Open
Keywords: fractional calculus; q-calculus; fractional integral and differential operators; fractional differential equation; fractional integral equation; integral inequalities
(This special issue belongs to the Section E: Applied Mathematics)
Control, Optimization and Intelligent Computing in Energy submission deadline 31 Aug 2025 | 10 articles | Viewed by 21559 | Submission Open
Keywords: dynamic system stability analysis; linear and non-linear systems; discrete time systems; feedback control systems; controllers for stabilization and linearization; industrial automation and instrumentation systems; power electronics systems and control; distributed energy resources; communication systems for electric power systems; smart grid applications; classical optimization methods; computational intelligence methods; modelling and simulation; sequential and parallel computing; realtime simulation systems
(This special issue belongs to the Section C2: Dynamical Systems)
Applied Mathematics and Intelligent Control in Electrical Engineering submission deadline 31 Aug 2025 | 10 articles | Viewed by 18712 | Submission Open
Keywords: applied mathematics; mathematical modelling; numerical methods; numerical simulation; electrical engineering; electrical machines; electrical drive systems; artificial intelligence; power electronics; industrial applications; special electric drives; control of electric vehicles; energy systems; robotic systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Recent Advances in Time Series Analysis
edited by Alejandro Ramírez-Rojas and José Rubén Luevano Enríquez
submission deadline 31 Aug 2025 | 10 articles | Viewed by 14232 | Submission Open
Keywords: complex time series; fractality/multifractality; visibility graph; natural time domain; non-extensivity; forecasting; newcasting; complexity measures; dynamical systems; chaos; point processes; Allan factor
(This special issue belongs to the Section D1: Probability and Statistics)
Probabilistic Models in Insurance and Finance
edited by
submission deadline 31 Aug 2025 | 7 articles | Viewed by 12933 | Submission Open
Keywords: stochastic models for insurance; stochastic models for finance; survival functions; long memory; financial time series; risk measures; ruin probabilities; heavy-tailed distributions; transformation of distributions; asymptotic estimates
(This special issue belongs to the Section D1: Probability and Statistics)
Applied Functional Analysis and Applications: 2nd Edition
edited by
submission deadline 31 Aug 2025 | 13 articles | Viewed by 11180 | Submission Open
Keywords: convex and non-convex optimization; variational problems; bilevel optimization problems; quasi-variational inequalities; numerical analysis for optimization problems; monotone inclusion problems; nonlinear integral equations; fixed point theory; variational inequalities; Hilbert spaces; Banach spaces
(This special issue belongs to the Section E: Applied Mathematics)
New Advances in Cryptographic Theory and Application
edited by , Yu Yu and
submission deadline 31 Aug 2025 | 6 articles | Viewed by 11069 | Submission Open
Keywords: post-quantum cryptography; privacy-enhanced cryptography; blockchain cryptographic protocols
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Dynamical Systems, Differential Equations, and Their Applications submission deadline 31 Aug 2025 | 5 articles | Viewed by 8338 | Submission Open
Keywords: iterative dynamics; ordinary differential equations; (evolutionary) partial differential equations; applications to physics (cosmology; quantum physics; matter theory; thermodynamics) and other sciences
(This special issue belongs to the Section C1: Difference and Differential Equations)
Applications of Artificial Intelligence, Machine Learning and Data Science
edited by Yufeng Yu, Guoxia Xu and Hu Zhu
submission deadline 31 Aug 2025 | 6 articles | Viewed by 8238 | Submission Open
Keywords: machine learning; deep learning; data mining; computer vision; artificial intelligence; image processing; pattern recognition
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Model Optimization and Data Fusion Methods in Aircraft
edited by and Liyue Wang
submission deadline 31 Aug 2025 | 2 articles | Viewed by 7930 | Submission Open
Keywords: advanced model; optimization; aircraft; aircraft design; data-driven method; data fusion; digital twin
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Dynamics and Control Using Functional Interpolation submission deadline 31 Aug 2025 | 4 articles | Viewed by 7758 | Submission Open
Keywords: numerical stability; convergence and complexity analysis approximation models; continuation methods; numerical linear algebra; differential and integrodifferential equations (ordinary; partial); optimization; and the use of analytical and/or machine-learning approaches
(This special issue belongs to the Section E6: Functional Interpolation)
Applied Cryptography and Blockchain Security
edited by
submission deadline 31 Aug 2025 | 4 articles | Viewed by 7255 | Submission Open
Keywords: applied cryptography; cryptographic algorithms; consensus algorithms; blockchain security; blockchain applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
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