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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Numerical Methods for Partial Differential Equation
edited by Qingguang Guan
submission deadline 30 Jun 2025 | 3 articles | Viewed by 4123 | Submission Open
Keywords: polygonal/polyhedral meshes; weak Galerkin method; hybrid discontinuous method; virtual element method; hybrid high-order method; numerical analysis; partial differential equations (PDEs); mesh generation
(This special issue belongs to the Section C1: Difference and Differential Equations)
Statistical Methods and Applications in Genetics and Genomics
edited by Zilin Li and Xihao Li
submission deadline 30 Jun 2025 | 2 articles | Viewed by 3833 | Submission Open
Keywords: statistical genetics and genomics; multi-omics; biostatistics; bioinformatics; computational biology
(This special issue belongs to the Section D1: Probability and Statistics)
Advanced Numerical Methods for Differential Equations: Recent Developments, Analysis and Applications
edited by Baccouch Mahboub
submission deadline 30 Jun 2025 | 3 articles | Viewed by 3803 | Submission Open
Keywords: numerical methods; numerical analysis; scientific computing; computational mathematics; applied mathematics; differential equations; finite element methods; applications
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Inequalities and Fractional Calculus submission deadline 30 Jun 2025 | 4 articles | Viewed by 3746 | Submission Open
Keywords: inequalities; integral inequalities; fractional calculus; q-calculus; fractional integral operator; fractional differential operator; fractional differential equation; fractional integral equation
(This special issue belongs to the Section E: Applied Mathematics)
Algebraic Modal Logic and Proof Theory
edited by Minghui Ma
submission deadline 30 Jun 2025 | 2 articles | Viewed by 3626 | Submission Open
Keywords: modal algebra; modal logic; proof theory
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modelling and Statistical Methods of Quality Engineering
edited by Changyun Lin
submission deadline 30 Jun 2025 | 1 articles | Viewed by 3128 | Submission Open
Keywords: machine learning; statistical process control; design of experiments; reliability analysis; data analysis; computer science
(This special issue belongs to the Section D1: Probability and Statistics)
Quantitative Finance with Mathematical Modelling
edited by , , and Anthony Graham Bellotti
submission deadline 30 Jun 2025 | 1 articles | Viewed by 2933 | Submission Open
Keywords: quantitative finance; risk management; portfolio management; time series analysis; Bayesian analysis; quantitative trading; algorithm trading; financial risk; portfolio optimization; game theory in finance
(This special issue belongs to the Section E5: Financial Mathematics)
Formal Methods in Computer Science: Theory and Applications
edited by Asieh Salehi Fathabadi
submission deadline 30 Jun 2025 | 4 articles | Viewed by 2363 | Submission Open
Keywords: formal software engineering; theorem proving; application of formal methods; formal verification; model checking; mathematical logic; formal specification/semantics; modeling languages; safety-critical systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Applications of Deep Learning Methods: Interdisciplinary Perspectives
edited by and
submission deadline 30 Jun 2025 | 1 articles | Viewed by 2195 | Submission Open
Keywords: deep learning; machine learning; medical diagnosis; medical data; medical image processing; medical system
(This special issue belongs to the Section E3: Mathematical Biology)
Advancements in Nonlinear Control Strategies
edited by
submission deadline 30 Jun 2025 | 2 articles | Viewed by 1962 | Submission Open
Keywords: nonlinear analysis; control theory; system dynamics; stability analysis; dynamic stability; nonlinear control; robust control; applications in engineering; intelligent control techniques; mathematical modeling; complex systems; uncertainties and disturbances
(This special issue belongs to the Section C2: Dynamical Systems)
Fuzzy Convex Structures and Some Related Topics, 2nd Edition
edited by and
submission deadline 30 Jun 2025 | 2 articles | Viewed by 1774 | Submission Open
Keywords: fuzzy convex structures; fuzzy topology; fuzzy metric; fuzzy algebra; fuzzy order; fuzzy matroid; fuzzy game; fuzzy graphs; fuzzy rough set; fuzzy clustering; fuzzy data envelope
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Artificial Intelligence for Network Security and IoT Applications
edited by Anjia Yang, Cheng Huang and
submission deadline 30 Jun 2025 | 1 articles | Viewed by 1566 | Submission Open
Keywords: artificial intelligence (AI); network security; Internet of Things (IoT); intrusion detection; anomaly detection; machine learning; cybersecurity; secure data transmission; privacy preservation; mathematical modeling; Cryptography; security scheme; cryptosystem; cryptographic scheme; information security; privacy security; authentication; cryptographic scheme; authorized access; digital signature; public key cryptosystem; discrete logarithm based cryptosystem; Diffie– Hellman key exchange; elliptic curve cryptography; pairing-based cryptography; lattice-based cryptography; encryption; secret sharing; zero-knowledge; Authenticated; cryption; multi-secret; Encrypted; data hiding; Encrypting
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Game Theory and Optimization with Applications
edited by Yaodong Yang
submission deadline 30 Jun 2025 | 1 articles | Viewed by 1488 | Submission Open
Keywords: game theory; cooperative games; multiplayer games; contract theory; decision making; complex systems; learning algorithms; adaptive strategies; robust optimization; stochastic optimization; distributed optimization; algorithmic game theory; applications in engineering; cybersecurity; healthcare; etc.
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Modeling and Artificial Intelligence in Engineering
edited by
submission deadline 30 Jun 2025 | 1 articles | Viewed by 1424 | Submission Open
Keywords: artificial intelligence; machine learning; engineering applications; mathematical modeling; industrial automation; semiconductor engineering
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Emerging Applications of Evolutionary Computing and Swarm Intelligence
edited by , Karen Miranda, Saúl Zapotecas-Martínez and Adriana Menchaca-Méndez
submission deadline 30 Jun 2025 | 1 articles | Viewed by 1400 | Submission Open
Keywords: genetic algorithms; evolution strategy; estimation of distribution algorithms; differential evolution; swarm intelligence; ant colony optimization; artificial bee colony algorithm; operations research; networks; artificial intelligence; big data
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Graph Database, Knowledge Graph and Natural Language Processing
edited by Tianyong Hao
submission deadline 30 Jun 2025 | 1 articles | Viewed by 1309 | Submission Open
Keywords: natural language processing; large language model; information extraction; graph databases; knowledge graphs; knowledge representation learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Probability, Statistics and Operational Research
edited by Tiandong Wang, and Zifeng Zhao
submission deadline 30 Jun 2025 | 1 articles | Viewed by 1292 | Submission Open
Keywords: applied probability; statistical inference; stochastic processes and applications; stochastic control; optimization; statistical learning; fuzzy methods
(This special issue belongs to the Section D1: Probability and Statistics)
Statistical Theory and Application, 2nd Edition
edited by
submission deadline 30 Jun 2025 | 2 articles | Viewed by 1199 | Submission Open
Keywords: regression analysis; nonparametric statistics; semiparametric statistics; multivariate analysis computational statistics; high-dimensional statistics; probability limit theorems
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Modelling of Nonlinear Dynamical Systems submission deadline 30 Jun 2025 | 1 articles | Viewed by 1102 | Submission Open
Keywords: theoretical developments; computational methods; control and optimization; interdisciplinary research; artificial intelligence; machine learning; big data; fractional-order dynamical systems; dynamical systems; bifurcation analysis; chaotic behavior; fractional order systems; iterative dynamics; ordinary differential equations; partial differential equations; numerical methods  
(This special issue belongs to the Section C2: Dynamical Systems)
Probabilistic Models in Deep Learning and Computer Vision Tasks
edited by Tao Dai and Jinbao Wang
submission deadline 30 Jun 2025 | 1 articles | Viewed by 1057 | Submission Open
Keywords: deep learning; computer vision; optimization algorithm
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Recent Advances in Swarm Intelligence Algorithms: Optimization and Application
edited by
submission deadline 30 Jun 2025 | 1 articles | Viewed by 1038 | Submission Open
Keywords: evolutionary algorithms; metaheuristics; machine learning; Swarm Intelligence; optimization methods
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Machine Learning and Deep Learning: Innovations and Applications
edited by
submission deadline 30 Jun 2025 | 1 articles | Viewed by 763 | Submission Open
Keywords: machine learning algorithms; deep learning architectures; artificial intelligence applications; neural networks; supervised learning; unsupervised learning; reinforcement learning; computer vision; natural language processing; speech recognition; data mining techniques; model optimization; big data analytics; explainable AI
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Bioinformatics, Computational Theory and Intelligent Algorithms
edited by , Surajit Ray, Emanuele Zappala and
submission deadline 30 Jun 2025 | 2 articles | Viewed by 754 | Submission Open
Keywords: artificial intelligence; machine learning; computational algorithms; bioinformatics; big data
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical and Computational Methods in Financial and Risk Forecasting
edited by , Shu-Ping Lin and
submission deadline 30 Jun 2025 | 1 articles | Viewed by 686 | Submission Open
Keywords: machine learning; cryptocurrency; financial risk forecasting; derivative pricing; portfolio optimization; computational finance; artificial intelligence; intelligent banking and finance; digital asset management
(This special issue belongs to the Section E5: Financial Mathematics)
Spatial Statistics: Methods and Applications
edited by Hanchen Yu
submission deadline 30 Jun 2025 | 1 articles | Viewed by 673 | Submission Open
Keywords: spatial statistics; spatial modeling; spatial analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Applications of Continuum Mechanics in Biomedicine and Fluid Dynamics
edited by Giulia Giantesio
submission deadline 30 Jun 2025 | Viewed by 603 | Submission Open
Keywords: fluid dynamics; biological flows; flows in porous media; fluid– structure interactions; medical devices; non-Newtonian flows; simulations and modeling
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Nonlinear Elliptic Partial Differential Equations: Theory, Computations, and Applications submission deadline 30 Jun 2025 | Viewed by 513 | Submission Open
Keywords: reaction diffusion equations; existence/multiplicity/uniqueness; regularity; stability; boundary value problems; nonlinear elliptic equations; numerical PDEs; convergence analysis
(This special issue belongs to the Section E: Applied Mathematics)
Computational Intelligence Methods for Difficult Problems submission deadline 30 Jun 2025 | Viewed by 481 | Submission Open
Keywords: neural networks; fuzzy systems; evolutionary computation; swarm intelligence; hybrid systems; pattern recognition; data mining; knowledge discovery; heuristics
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Interpretable Machine Learning and Statistical Modeling in High-Dimensional Data
edited by
submission deadline 30 Jun 2025 | Viewed by 462 | Submission Open
Keywords: artificial intelligence big data; bioinformatics; biostatistics; computing technique; data mining; data visualization; dimension reduction; ensemble learning; feature extraction; high-dimensional data; higher-order interactions; logic; machine learning; statistical genetics; statistical learning; supervised learning; unsupervised learning
(This special issue belongs to the Section E: Applied Mathematics)
Emerging Topics in Multi-Objective Optimization and Its Applications
edited by Oren E. Nahum, Adham Salih and Amiram Moshaiov
submission deadline 30 Jun 2025 | Viewed by 449 | Submission Open
Keywords: optimization; multi-objective optimization; non-dominated solutions; Pareto front; exact algorithms; mathematical programming; heuristics; metaheuristics; evolutionary algorithms; population-based algorithms
(This special issue belongs to the Section E: Applied Mathematics)
Numerical Methods for Differential Equations and Related Inverse Problems
edited by He Yang
submission deadline 30 Jun 2025 | Viewed by 429 | Submission Open
Keywords: finite difference methods; finite element methods; discontinuous Galerkin methods; meshfree methods; method of particular solutions; partial differential equations; fractional differential equations; integro-differential equations; machine learning-based PDE solver; inverse problems
(This special issue belongs to the Section C1: Difference and Differential Equations)
Physics-Informed AI and Deep Learning Algorithms for Smart Grid
edited by Xinze Li and
submission deadline 30 Jun 2025 | Viewed by 402 | Submission Open
Keywords: applications of physics-informed neural networks (PINNs) in smart grids; AI-based control for system stability and reliability; PINN and deep learning-based cyber security; AI-based anomaly detection; forecasting; and scheduling for renewable energy generation; PINN and deep learning-based distributed control for smart grid; PINN-based modeling; control; and fault detection of power electronics systems; AI-based fault detection and diagnostics in V2G system; intelligent motor condition monitoring and fault-tolerant control for V2G system
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Modelling of Infectious Diseases: Integrating Multi-Scale Dynamics
edited by Hammed Fatoyinbo
submission deadline 30 Jun 2025 | Viewed by 398 | Submission Open
Keywords: ordinary and partial differential equations; delay differential equations; fractional differential equations; stochastic models; spatiotemporal dynamics; multi-scale modeling approaches in immunology and virology; impact of intervention strategies on infectious diseases with delay effects; impact of intervention strategies on infectious diseases with memory effects; integration of data-driven and mechanistic models in predicting disease outcomes; forecasting epidemics; transmission and behavioral dynamics
(This special issue belongs to the Section C2: Dynamical Systems)
New Advances in Nonlinear Waves, Solitons and Chaos
edited by Georgii A. Omel’yanov
submission deadline 30 Jun 2025 | Viewed by 328 | Submission Open
Keywords: partial differential equations; fractional functional differential equations; integrable equations; non-integrable equations; nonlinear waves; classical solutions; weak solutions; wave interaction; numerical simulation
(This special issue belongs to the Section C1: Difference and Differential Equations)
Generalized/Extended Finite Element Methods, Meshless Methods and Related Developments in Machine Learning
edited by Qinghui Zhang
submission deadline 30 Jun 2025 | Viewed by 320 | Submission Open
Keywords: generalized finite element methods; extended finite element methods; meshless methods; unfitted mesh methods; machine learning; deep learning; neural networks; extreme learning machine; randomized neural networks; physics-informed neural networks; optimization; high dimension; high-performance computations; theories
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Numerical Analysis and Approximation
edited by Federico Nudo and Maria Carmela De Bonis
submission deadline 30 Jun 2025 | Viewed by 308 | Submission Open
Keywords: polynomial approximation; orthogonal polynomials; integral equations; finite element methods (FEMs); enriched finite element methods; approximation theory; isogeometric analysis; numerical analysis; numerical integration
(This special issue belongs to the Section C1: Difference and Differential Equations)
Mathematical Methods in Computer Vision and Its Applications
edited by Hermilo Sánchez-Cruz
submission deadline 30 Jun 2025 | Viewed by 283 | Submission Open
Keywords: mathematical methods; equations; algorithms; computer vision
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Optimization, Modeling and Data Analytic Approaches in Network Coding submission deadline 30 Jun 2025 | Viewed by 244 | Submission Open
Keywords: network coding; network communication; network computation and optimization; distributed storage information theory and numerical analysis; machine learning algorithms modeling in network coding; the application of network coding for smart city development; the enhancement of data transmission efficiency via models
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computational Intelligence in Real-World Optimization Problems: From Theory to Practice
edited by Yoel Tenne
submission deadline 30 Jun 2025 | Viewed by 218 | Submission Open
Keywords: applied optimization; big data; computational intelligence; data mining; fuzzy logic; informatics; modelling and simulations; neural networks; real-world applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Recent Advances in Machine Learning Methods for Medical Imaging Analysis submission deadline 30 Jun 2025 | Viewed by 184 | Submission Open
Keywords: machine learning; medical imaging analysis; computer vision; deep learning; supervised learning; unsupervised learning; self-supervised learning; semi-supervised learning; classification; segmentation; registration; detection; attention; vision transformer
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Queueing Methods in Reliability Theory and Information Technology Systems: 2nd Edition
edited by
submission deadline 30 Jun 2025 | Viewed by 183 | Submission Open
Keywords: analytical methods; numerical methods; asymptotic methods; stochastic simulation
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Knowledge Graphs: Construction and Application
edited by
submission deadline 30 Jun 2025 | Viewed by 166 | Submission Open
Keywords: foundations; algorithms; models and mathematical theory of knowledge graph processing; machine learning; data mining and statistical methods for knowledge graph science and engineering; knowledge graphs and knowledge maps; knowledge graph security; privacy and trust; Knowledge graphs and IoT data streams; visualization; personalization and recommendation of knowledge graph navigation and interaction; knowledge graph systems and platforms and their efficiency; scalability and privacy; knowledge systems and applications; crowdsourcing; deep learning and edge computing for graph mining; rule and relationship discovery in knowledge graph computing; NLP for knowledge graphs; novel applications of knowledge graphs
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Developments in Calculus of Variations
edited by and Rupam Das
submission deadline 30 Jun 2025 | Viewed by 125 | Submission Open
Keywords: variational principles; Lagrangian formalism; standard; non-standard; and null Lagrangians; Lie groups and symmetries; conservation laws; classical and quantum dynamical systems; optimization methods
(This special issue belongs to the Section E4: Mathematical Physics)
Advances in Mathematical Cryptography and Information Security toward Industry 5.0 submission deadline 1 Jul 2025 | 10 articles | Viewed by 14897 | Submission Open
Keywords: cryptography; lightweight schemes; energy-efficient protocols; authentication; information security; forward secrecy; wireless sensor nodes; biometrics; machine learning; Internet of Things; blockchain technology; security and privacy; chaotic communications; network intrusion detection; artificial intelligence; wireless security systems; discrete logarithms; factorization algorithms; probability theory; collision algorithms; lattice-based cryptography; chaos-based cryptography
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Statistical Analysis for Health, Finance, Industry and Digital Economy
edited by Lei Qin
submission deadline 1 Jul 2025 | 4 articles | Viewed by 8215 | Submission Open
Keywords: application of data mining; machine learning and optimization; generative AI; artificial intelligence in healthcare; health economics; bioinformatics; digital driven diagnostics and prognostics; option pricing; market microstructure; cryptocurrency; blockchain; digital economy; data assets
(This special issue belongs to the Section D1: Probability and Statistics)
Nonlinear Dynamics and Control: Challenges and Innovations
edited by
submission deadline 1 Jul 2025 | 4 articles | Viewed by 3646 | Submission Open
Keywords: complex dynamical system; nonlinear Dynamics; control theory; nonlinear systems
(This special issue belongs to the Section C2: Dynamical Systems)
Privacy-Preserving Machine Learning in Large Language Models (LLMs)
edited by and
submission deadline 1 Jul 2025 | 1 articles | Viewed by 2075 | Submission Open
Keywords: privacy preserving; large language models; machine unlearning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Programming, Optimization and Operations Research
edited by Shiv Raj Singh, and
submission deadline 10 Jul 2025 | 23 articles | Viewed by 42810 | Submission Open
Keywords: mathematical programming; optimization methods and algorithms; operations research; scheduling and planning; resource optimization; game theory; supply chain management; stochastic process; decision theory and applications; multi-objective problems; evolutionary computation; computational intelligence
(This special issue belongs to the Section D: Statistics and Operational Research)
New Trends of Machine Learning Applications in Computer Graphics and Image Processing
edited by , , and Meng Wu
submission deadline 10 Jul 2025 | 8 articles | Viewed by 16571 | Submission Open
Keywords: machine learning; computer graphics; geometry optimization; computer vision; 3D vision; isogeometric analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modelling and Machine Learning Methods for Bioinformatics and Data Science Applications, 2nd Edition submission deadline 10 Jul 2025 | 6 articles | Viewed by 13961 | Submission Open
Keywords: Mathematical modeling; Numerical methods; Machine learning; Statistical  techniques; Statistical learning; Data science; Bioinformatics; Medical image processing; Biosignal processing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
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