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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Advances in High-Dimensional Scientific Computing
edited by
submission deadline 20 Oct 2025 | Viewed by 124 | Submission Open
Keywords: non-local; peridynamics; fractional order; high-dimensional scientific computing; numerical computation; partial differential equations; inverse computation; geotechnical engineering; risk assessment; uncertainty quantification; large-scale data modeling; high-precision numerical analysis; structural engineering
(This special issue belongs to the Section E4: Mathematical Physics)
Image Processing and Machine Learning with Applications
edited by Qingsen Yan, and Xu Jia
submission deadline 25 Oct 2025 | 5 articles | Viewed by 7520 | Submission Open
Keywords: machine learning algorithm; computer vision; image processing; artificial intelligence
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Approaches to Mathematical Physics Problems in High-Energy Physics
edited by Mario Cezar Bertin and
submission deadline 26 Oct 2025 | 2 articles | Viewed by 1705 | Submission Open
Keywords: mathematical physics; high-energy physics; classical and quantum gravity
(This special issue belongs to the Section E4: Mathematical Physics)
Computational Methods in Wireless Communication
edited by
submission deadline 30 Oct 2025 | 2 articles | Viewed by 1070 | Submission Open
Keywords: next-generation wireless communication systems; optimization techniques; convex/non-convex optimization; artificial intelligence applications; deep learning; large language model; stochastic optimization; signal processing; mathematical modelling; statistics applications; quantum computing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Cryptography and Information Security with Application
edited by Xiangjun Wu
submission deadline 30 Oct 2025 | 1 articles | Viewed by 647 | Submission Open
Keywords: multimedia encryption and authentication; post-quantum cryptographic algorithms; deep learning-based cryptographic algorithms; image/video steganography; deep learning-based cryptoanalysis; deep learning-based steganalysis; cryptography applied to IoT; cryptographic methods for 5G; security algorithms in the cloud; privacy protection for big data
Computational Algorithms and Models for Graph Problems
edited by Shaikh M. Arifuzzaman
submission deadline 30 Oct 2025 | Viewed by 170 | Submission Open
Keywords: graph algorithm; graph mining; graph neural networks; machine learning and deep learning; high-performance computing; data management and big data
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Methods and Applications with Deep Learning in Object Recognition submission deadline 31 Oct 2025 | 7 articles | Viewed by 37182 | Submission Open
Keywords: object detection and classification; multi-object tracking; deep-learning architectures; model training and evaluation; loss functions in learning; evaluation metrics and datasets; class imbalance; applications of object detection and object tracking; aerial object identification; transformers for object detection; edge ai for object detection; multi-modal object detection
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Mathematics in Astrophysics and Space Science submission deadline 31 Oct 2025 | 7 articles | Viewed by 20586 | Submission Open
Keywords: atmospheric techniques; atmospheric chemistry; mathematical methods; algorithms; modeling and simulation; radiative transfer; remote sensing; detection; instrumentation
(This special issue belongs to the Section E4: Mathematical Physics)
Applied Time Series and Artificial Intelligence in Economics and Finance
edited by
submission deadline 31 Oct 2025 | 7 articles | Viewed by 19965 | Submission Open
Keywords: applied mathematical and statistical approaches to economics and finance; applied econometrics; time series analysis; structural changes; artificial intelligence and machine learning algorithm; predictive models; economic and financial data analysis
(This special issue belongs to the Section E5: Financial Mathematics)
Advanced Mathematical and Numerical Modeling in Electrodynamics and Photonics submission deadline 31 Oct 2025 | 7 articles | Viewed by 18919 | Submission Open
Keywords: electromagnetic waves; nanophotonics; numerical methods in electrodynamics; finite element; finite difference; discontinuous galerkin methods; integral methods; eigenvalue problems; quasi-normal mode expansions; domain decomposition methods; optimization
(This special issue belongs to the Section E: Applied Mathematics)
Multi-criteria Decision Making and Data Mining, 2nd Edition submission deadline 31 Oct 2025 | 9 articles | Viewed by 17555 | Submission Open
Keywords: multiple-criteria decision-making (MCDM); data mining; data driven; machine learning; knowledge-based systems; hybrid multiple-criteria decision-making methods; intelligent decision support systems; optimization techniques; soft computing; application of mcdm methods; site selection; resource allocation; supply chain management; production management; quality management; risk management; decision analysis for sustainable production and consumption; group decision making; MCDM theories; MCDM in strategic management; decision making; hybrid decision-making analysis; information technologies in decision making; innovative applications of MCDM methods; weighting approach; technologies and techniques; sustainability assessment data mining models and tools; data mining result validation; privacy concerns and ethics; practical applications (government; international development; culture healthcare; education; media; insurance; Internet of Things; agriculture; industry); case studies; impacts of data science; quality of city life and data mining; smart city and data mining; behavioral change and data mining; neuromarketing and data mining
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Computational Economics and Mathematical Modeling submission deadline 31 Oct 2025 | 7 articles | Viewed by 15201 | Submission Open
Keywords: computational economics; quantitative model; mathematical modeling; big data analysis; econometrics; machine learning; statistical model; decision science analysis
(This special issue belongs to the Section E5: Financial Mathematics)
Advanced Computational Mechanics
edited by and
submission deadline 31 Oct 2025 | 6 articles | Viewed by 14232 | Submission Open
Keywords: constitutive modelling; machine learning; nonlinear behavior; HPC; computational solid mechanics; numerical simulation
(This special issue belongs to the Section E: Applied Mathematics)
Statistical Methods for Forecasting and Risk Analysis
edited by , Marcella Niglio and Emanuela Raffinetti
submission deadline 31 Oct 2025 | 2 articles | Viewed by 9691 | Submission Open
Keywords: risk analysis; forecasting and accuracy; statistical modeling; model selection; applied statistics; machine learning; artificial intelligence; massive dataset; high (and ultra-high)-dimensional dataset; variable selection
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Mathematical Biology and Applications
edited by
submission deadline 31 Oct 2025 | 6 articles | Viewed by 9469 | Submission Open
Keywords: mathematical modeling; differential equations; network analysis; systems biology; computational biology; biomathematics; population dynamics; epidemiology; bioinformatics; stochastic processes; nonlinear dynamics; optimization; data analysis
(This special issue belongs to the Section E3: Mathematical Biology)
Data Mining and Machine Learning with Applications, 2nd Edition
edited by and
submission deadline 31 Oct 2025 | 2 articles | Viewed by 8586 | Submission Open
Keywords: machine learning; data mining; statistical machine learning; statistical classification; statistical inference; Bayesian methods; algorithms and architectures for big data searches; mining; and processing; deep learning; computer vision and image processing; evolutionary computation; knowledge discovery; industrial and medical applications; security applications; applications of unsupervised learning; industrial and medical applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Data-Driven Decentralized Learning for Future Communication Networks submission deadline 31 Oct 2025 | 5 articles | Viewed by 8573 | Submission Open
Keywords: decentralized learning for wireless communications; cloud– edge– deivce collaborative learning; wireless traffic analysis and resource management; intelligent communications; large language models and their application in communication networks
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Design Theory, Combinatorial Algebraic Geometry and Applications submission deadline 31 Oct 2025 | 5 articles | Viewed by 8553 | Submission Open
Keywords: designs; resolvable decompositions; Steiner systems; Hilbert functions; fat points; symbolic and regular powers of ideals: Waldschmidt constant and resurgence
(This special issue belongs to the Section B: Geometry and Topology)
Computational Methods and Machine Learning for Causal Inference
edited by Bumba Mukherjee
submission deadline 31 Oct 2025 | 5 articles | Viewed by 8463 | Submission Open
Keywords: computational causal inference; machine learning; unstructured data
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applications of Partial Differential Equations, 2nd Edition submission deadline 31 Oct 2025 | 6 articles | Viewed by 8270 | Submission Open
Keywords: nonlinear partial differential equations; diffusion equations; wave-type equations; partial differential equations with delay; partial functional differential equations; fractional partial differential equations; numerical solution; analytical solution; modeling
(This special issue belongs to the Section C1: Difference and Differential Equations)
Advanced Theories and Novel Methods for Nonlinear Analysis, Optimization and Applications
edited by and Yousuke Araya
submission deadline 31 Oct 2025 | 7 articles | Viewed by 7968 | Submission Open
Keywords: fixed point theory; best proximity point theory; fractional integro-differential equation; finite element method; algorithms; vector optimization problems; set-valued optimization problems; dynamical system; computational intelligence; image and signal processing; inverse and ill-posed problems; convex and nonconvex optimization problems; machine learning; data analytics
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Algorithm Design and Machine Learning
edited by Zhen Liu, Xiaodong Feng and Wenbo Xie
submission deadline 31 Oct 2025 | 2 articles | Viewed by 7918 | Submission Open
Keywords: algorithm design; machine learning and deep learning; optimization techniques for machine learning; large-scale data processing; recommendation systems; complex systems and network analysis; deep neural networks; statistical learning; natural language processing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Asymptotic Analysis and Applications
edited by
submission deadline 31 Oct 2025 | 5 articles | Viewed by 7685 | Submission Open
Keywords: analytic functions; asymptotic enumeration; recurrence relations; generating function asymptotics; asymptotic expansions; asymptotic approximations; singularities
(This special issue belongs to the Section E: Applied Mathematics)
Advance in Modeling, Cooperative Control, and Decision-Making Method for the Collective Large-Scale Intelligent Systems
edited by Zhi Li and
submission deadline 31 Oct 2025 | 7 articles | Viewed by 7268 | Submission Open
Keywords: the modeling; control; and decision making of collective large-scale intelligent systems; multi-agent cooperative control and optimization; adaptive estimation; the application of artificial intelligence technology; game evolution and intelligent decision making; information fusion; intelligent monitoring and tracking; a stability and complexity analysis of dynamical systems
New Advances in Image Processing and Computer Vision submission deadline 31 Oct 2025 | 3 articles | Viewed by 6651 | Submission Open
Keywords: image analysis and understanding; image enhancement; image segmentation; motion estimation and analysis; biomedical image processing applications; steganography and image watermarking; 3D vision; pattern recognition; object detection; machine learning applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Trends in Nonlinear Dynamics and Nonautonomous Solitons
edited by Tatyana L. Belyaeva, Vladimir Serkin and Lubomir Kovachev
submission deadline 31 Oct 2025 | 2 articles | Viewed by 6492 | Submission Open
Keywords: mathematical physics; nonlinear wave theory; optics and Photonics; nonlinear dynamics and solitary waves; autonomous and nonautonomous dynamical systems; nonlinear evolution equations and modulational instability; completely integrable and nonintegrable novel mathematical models; inverse scattering transform with varying spectral parameters; nonautonomous solitons; hidden symmetry reductions; mathematics of soliton supercontinuum; mathematical modeling and numerical methods for solving new evolution equations; mathematical modeling using machine learning algorithms; approaches; and architectures of neural networks
(This special issue belongs to the Section C2: Dynamical Systems)
Mathematical Modeling and Analysis in Biology and Medicine, 3rd Edition
edited by
submission deadline 31 Oct 2025 | 2 articles | Viewed by 5849 | Submission Open
Keywords: deterministic models; stochastic models; discrete models; continuous models; spatially distributed models; multiscale models; population models; epidemic models; kinetic models; active particles; models with delay
(This special issue belongs to the Section E3: Mathematical Biology)
Various Generalizations of Fuzzy Sets and Their Applications in Engineering and Management
edited by
submission deadline 31 Oct 2025 | 4 articles | Viewed by 5720 | Submission Open
Keywords: intuitionistic fuzzy sets; trapezoidal intuitionistic fuzzy number; Fermatean fuzzy sets; hesitant fuzzy sets; multi-criteria decision making; similarity measure; aggregation operators; image processing; fuzzy and intuitionistic fuzzy clustering; fuzzy applications in operations research; divergence measure
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Multi-Objective Optimization and Applications submission deadline 31 Oct 2025 | 3 articles | Viewed by 5315 | Submission Open
Keywords: multi-objective optimization; optimization methods; optimization applications; innovative methods and algorithms
(This special issue belongs to the Section E: Applied Mathematics)
Modern Trends in Computation and Control in Autonomous Robotics Systems
edited by Yujiong Liu
submission deadline 31 Oct 2025 | 2 articles | Viewed by 4667 | Submission Open
Keywords: dynamics and control; optimization; sensing and perception; localization and mapping; path planning; navigation; decision-making; intelligent control; machine learning and AI
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Models and Methods for Supply Chain and Operations Research
edited by and Aghelinejad Mohammadmohsen
submission deadline 31 Oct 2025 | 2 articles | Viewed by 4590 | Submission Open
Keywords: mathematical programming (linear; non-linear; multi-objective); supply chain optimization; simulation; statistical; and sensitivity analysis; strategic; tactical; and operational planning; operational routing and scheduling problem; inventory control; sustainability; CO2 emissions; and energy consumption; reverse logistics; financial aspects; resilience; scheduling; optimization methods; Optimization Algorithms; logistics; Data-driven; decision making; metaheuristics algorithms; industrial applications; game theory; multi-objective problems; evolutionary computation; computational intelligence; vehicle routing; smart city; simulation optimization; risk management; stochastic optimization; combinatorial optimization; transportation; evolutionary algorithms; swarm intelligence; blockchain; multiple-criteria; production management; Sustainable management
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Applications of Fuzzy Set Theory and Decision-Making in Business, Finance, and Engineering Using Empirical Mathematical Models
edited by Fernando Castello-Sirvent and
submission deadline 31 Oct 2025 | 3 articles | Viewed by 4588 | Submission Open
Keywords: multi-criteria decision-making (MCDM); fuzzy analytic hierarchy process (fuzzy-AHP); fuzzy control; fuzzy neural systems; fuzzy optimization techniques; risk management in business and finance; fuzzy set qualitative comparative analysis (fsQCA); financial forecasting and market analyses; crisis management and business resilience; engineering project management; circular economy and supply chain management
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
New Advances in Network and Edge Computing
edited by Miaojiang Chen, and Wenjing Xiao
submission deadline 31 Oct 2025 | 5 articles | Viewed by 3921 | Submission Open
Keywords: edge computing; deep learning; 5G; next-generation communication networks; applied ML/DL
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Reinforcement Learning in Edge Intelligence for Next-Generation Communications and Security
edited by Xiaozhen Lu
submission deadline 31 Oct 2025 | 3 articles | Viewed by 3765 | Submission Open
Keywords: reinforcement learning; edge intelligence architecture; next-generation communications; security and privacy; zero-trust architecture; federated learning-enabled edge intelligence; resource allocation and optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Current Topics in Geometric Function Theory, 2nd Edition
edited by
submission deadline 31 Oct 2025 | 7 articles | Viewed by 3656 | Submission Open
Keywords: classes of analytic functions; univalent functions; differential subordination and superordination; operator-related problems; quantum calculus; fractional calculus; extremal problems; preserving class properties; coefficients estimates; GFT in real-life applications
(This special issue belongs to the Section C4: Complex Analysis)
Advances in Probability Theory and Stochastic Analysis
edited by Paramahansa Pramanik
submission deadline 31 Oct 2025 | 3 articles | Viewed by 3445 | Submission Open
Keywords: stochastic control; stochastic calculus and stochastic differential equations; statistical inference and stochastic processes; mathematical biology; stochastic analysis in sports
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Modelling in Financial Economics
edited by
submission deadline 31 Oct 2025 | 3 articles | Viewed by 3141 | Submission Open
Keywords: theoretical analytical methods; stochastic methods; numerical modelling methods; AI modelling and simulation; big data methods
(This special issue belongs to the Section E5: Financial Mathematics)
Analysis and Numerical Simulation for the Dynamics of Infectious Diseases with Applications in Medicine submission deadline 31 Oct 2025 | 1 articles | Viewed by 3058 | Submission Open
Keywords: fractional integrals and derivatives; discrete and continuous dynamic systems; ill-posed; regularized; and inverse problems; difference equations and finite element methods; stochastic processes and random variables; operator theory; integral transformations and special functions; optimization; optimal control and stability analysis; mathematical modelling; epidemiological models; sensitivity analysis; communicable/infectious diseases models; epidemiological models; virus transmission; numerical methods for PDEs; computational techniques; numerical simulation; applications of fractional models in biology and medicine
(This special issue belongs to the Section E3: Mathematical Biology)
Distributed Systems: Methods and Applications
edited by
submission deadline 31 Oct 2025 | 2 articles | Viewed by 2839 | Submission Open
Keywords: distributed systems; distributed algorithms; parallel computing; blockchains; consensus and leader election algorithms; cloud; edge; and fog computing; distributed machine learning; federated learning; Internet of Things (IoT); smart systems; microservices; distributed storage systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Epidemiological Models: Classical and Interdisciplinary Applications
edited by Till D. Frank
submission deadline 31 Oct 2025 | 4 articles | Viewed by 2677 | Submission Open
Keywords: mathematical epidemiology; infectious diseases; interdisciplinary applications; computer viruses; rumor dynamics; racism dynamics; drug epidemics; voter dynamics; sales dynamics; viral marketing dynamics
(This special issue belongs to the Section E3: Mathematical Biology)
Recent Advances in Complex Dynamics in Non-Smooth Systems
edited by and
submission deadline 31 Oct 2025 | 2 articles | Viewed by 2645 | Submission Open
Keywords: chaos; bifurcation; attractor; non-smooth dynamics
(This special issue belongs to the Section C2: Dynamical Systems)
Intelligent Data Mining and Decision Making for Prognostics and Health Management
edited by
submission deadline 31 Oct 2025 | 2 articles | Viewed by 2447 | Submission Open
Keywords: data mining; decision making; uncertainty measurement; information fusion; feature extraction; fault knowledge mining; sensor layout optimization; fault-tolerant control; fault reconstruction; fault detection; fault diagnosis; remaining useful life prediction; health status assessment; optimized maintenance; medical data analysis; big data; large language model
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Numerical Methods for Scientific Computing
edited by Ching-Sung Liu and
submission deadline 31 Oct 2025 | 2 articles | Viewed by 2345 | Submission Open
Keywords: numerical methods; numerical differential equations; numerical optimization; numerical linear algebra; numerical multilinear algebra; eigenvalue problems; nonlinear eigenvalue problems; matrix approximation; tensor approximation; bisection method; Newton’ s method; secant method; integration; midpoint rule; trapezoidal rule; adaptive integration; initial value problem; euler method; second-order runge-kutta methods; system of differential equations; boundary value problems; linear algebra; gaussian elimination; finite difference approximation; iterative methods; piecewise linear interpolation; multidimensional interpolation; least-squares approximation
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Methods and Analysis in Risk and Financial Management
edited by Ali Hirsa
submission deadline 31 Oct 2025 | 1 articles | Viewed by 2249 | Submission Open
(This special issue belongs to the Section E5: Financial Mathematics)
Geometry and Symmetry in Mathematical Physics submission deadline 31 Oct 2025 | 2 articles | Viewed by 1954 | Submission Open
Keywords: differential geometry; Riemannian and pseudo-Riemannian Metrics; Lie groups; holonomy
(This special issue belongs to the Section E4: Mathematical Physics)
Optimization Models for Supply Chain, Planning and Scheduling
edited by
submission deadline 31 Oct 2025 | 3 articles | Viewed by 1927 | Submission Open
Keywords: optimization; operations research; machine learning; supply chain; planning; scheduling; manufacturing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in High-Dimensional Data Analysis and Applications
edited by Ran Dai
submission deadline 31 Oct 2025 | 1 articles | Viewed by 1874 | Submission Open
Keywords: high-dimensional data; statistical techniques; machine learning algorithms; dimensionality reduction methods
(This special issue belongs to the Section D1: Probability and Statistics)
Fixed Point, Optimization, and Applications: 3rd Edition submission deadline 31 Oct 2025 | 4 articles | Viewed by 1656 | Submission Open
Keywords: the existence and uniqueness of fixed points; best approximation problems; iteration processes for fixed points or best proximity points; nonlinear optimization and applications; variational inequalities and equilibrium problems; dynamical systems and special functions; well-posedness and optimal control
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Approaches to Advanced Applications in Biomedicine Using Machine Learning
edited by Mehmet Eren Ahsen
submission deadline 31 Oct 2025 | 1 articles | Viewed by 1549 | Submission Open
(This special issue belongs to the Section E3: Mathematical Biology)
Dynamics of Predator-Prey and Infectious Disease Models
edited by Huidong Cheng and Wei Wang
submission deadline 31 Oct 2025 | 1 articles | Viewed by 1546 | Submission Open
Keywords: predator-prey; infectious disease; differential equations; spatial-temporal dynamics; stability analysis
(This special issue belongs to the Section E3: Mathematical Biology)
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