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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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Mathematical Models in Computer Vision
edited by Chun Pong Lau
submission deadline 30 Sep 2026 | Viewed by 743 | Submission Open
Keywords: computer vision; image processing; deep learning; mathematical modeling; artificial intelligence (AI); optimization; computational mathematics
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Graph Neural Networks and Clustering Algorithms: Mathematical Foundations and Applications submission deadline 30 Sep 2026 | 1 articles | Viewed by 738 | Submission Open
Keywords: graph neural networks; clustering algorithms; spectral graph theory; graph signal processing; optimization-based clustering; mathematical foundations; unsupervised learning; fractional optimization; industrial applications with GNNs or clustering algorithms
(This special issue belongs to the Section E: Applied Mathematics)
Machine Learning and Computational Methods in Bioinformatics and Biology
edited by Bang Tran
submission deadline 30 Sep 2026 | 1 articles | Viewed by 698 | Submission Open
Keywords: machine learning; bioinformatics; multi-omics integration; single-cell and spatial; transcriptomics; interpretable and reproducible AI
(This special issue belongs to the Section E3: Mathematical Biology)
Mathematical Modeling and Optimization in Energy Storage and Conversion Systems
edited by Yuan Cao, Chunsheng Wang and Qi Lei
submission deadline 30 Sep 2026 | 1 articles | Viewed by 678 | Submission Open
Keywords: mathematical modeling (energy systems); optimization (energy storage); BESS modeling; thermal energy storage; PV–storage integration; wind energy conversion; hydrogen storage systems; energy efficiency optimization; advanced algorithms for sensors
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Artificial Intelligence and Data Modeling: Analysis, Methods and Applications
edited by Chaoya Jiang and Lantao Xing
submission deadline 30 Sep 2026 | 1 articles | Viewed by 662 | Submission Open
Keywords: artificial intelligence; data modeling; machine learning; deep learning; data-driven methods; AI applications; computational intelligence; statistical modeling
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Iterative Algorithms for Variational Inequalities and Related Optimization Problems submission deadline 30 Sep 2026 | 1 articles | Viewed by 634 | Submission Open
Keywords: variational inequalities; split feasibility problem; generalized mixed equilibrium problem; fixed point problem; iterative algorithms
(This special issue belongs to the Section E: Applied Mathematics)
Computational Methods for Computer Vision and Medical Image Analysis submission deadline 30 Sep 2026 | Viewed by 627 | 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)
Advances in Fractional Differential Equations and Applications
edited by Farzana A. McRae and Zahia Drici
submission deadline 30 Sep 2026 | 1 articles | Viewed by 602 | Submission Open
Keywords: fractional derivative; Caputo fractional derivative; Riemann–Liouville fractional derivative; fractional differential equations; fractional-order systems; nonlocal operators; fractional-order control; non-integer order modelling; analytical methods; numerical methods; stability analysis; mathematical modelling
(This special issue belongs to the Section C1: Difference and Differential Equations)
Development and Revision of Mathematical Models in Nonlocal Elasticity submission deadline 30 Sep 2026 | Viewed by 564 | Submission Open
Keywords: nonlocal elasticity; boundary value problems; waves; multiphysics; asymptotic
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Modeling and Optimization Techniques for Big Data
edited by
submission deadline 30 Sep 2026 | Viewed by 530 | Submission Open
Keywords: big data analytics; machine learning; intelligent computing; data security; privacy-preserving computing
(This special issue belongs to the Section E: Applied Mathematics)
Applications of Partial Differential Equations, 3rd Edition submission deadline 30 Sep 2026 | 1 articles | Viewed by 524 | 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)
Nonlinear Dynamics: Experiment and Numerical Simulation
edited by
submission deadline 30 Sep 2026 | 1 articles | Viewed by 494 | Submission Open
Keywords: nonlinear dynamics; stochastic resonance; chaos; Lyapunov exponent; planar mechanism; revolute joints; SolidWorks simulation; Poincare’ map; phase space reconstruction; slider–crank mechanism; impact and friction; chaos analysis; journal bearing
(This special issue belongs to the Section C2: Dynamical Systems)
Mathematical and Statistical Modeling and Dynamics in Demography, Epidemiology, and Biostatistics
edited by
submission deadline 30 Sep 2026 | Viewed by 479 | Submission Open
Keywords: mathematical modeling; statistical modeling; population dynamics; demography; epidemiology; biostatistics; (health) econometrics; stochastic processes; forecasting; nowcasting; dynamic systems; public health; big data analytics
(This special issue belongs to the Section D1: Probability and Statistics)
Computational Intelligence: Algorithms, Security, and Data-Driven Modeling
edited by
submission deadline 30 Sep 2026 | Viewed by 415 | Submission Open
Keywords: artificial intelligence (AI); machine learning algorithms; data-driven modeling; cybersecurity and privacy; adversarial machine learning; algorithmic efficiency and optimization; neural networks and deep learning; attention mechanisms and transformers; secure and robust learning; computational intelligence applications; model interpretability and explainability; privacy-preserving machine learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Statistical and Machine Learning Approaches for High-Dimensional Biomedical Data submission deadline 30 Sep 2026 | Viewed by 409 | Submission Open
Keywords: biomedical data analysis; statistical learning; machine learning; deep learning; high-dimensional data analysis; biostatistics; bioinformatics; predictive modeling; feature selection; dimensionality reduction
(This special issue belongs to the Section E3: Mathematical Biology)
Numerical Algorithms: Methods and Applications
edited by
submission deadline 30 Sep 2026 | Viewed by 380 | Submission Open
Keywords: mathematics computing; numerical algorithms; parallel algorithms; distributed computing; scalable computing; computational optimization; numerical schemes; Monte Carlo methods and algorithms; numerical linear algebra; multiscale and multiphysics problem; machine learning-enhanced numerical solvers
(This special issue belongs to the Section E: Applied Mathematics)
Neural Network Models and Applications submission deadline 30 Sep 2026 | Viewed by 378 | Submission Open
Keywords: neural networks; deep learning; hybrid intelligent systems; convolutional and recurrent models; fuzzy logic; medical imaging; explainable AI; decision support systems
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Application of Converged Network, Cloud Computing, and Big Data
edited by Xianghan Zheng
submission deadline 30 Sep 2026 | Viewed by 369 | Submission Open
Keywords: converged networks; cloud–edge–endpoint collaboration; software-defined networking (SDN), NFV, network slicing (5G/6G); big data analytics and streaming computation; federated learning; privacy-preserving ML; differential privacy; trustworthy AI; data provenance; blockchain for data integrity; resource allocation, autoscaling, and scheduling in cloud/edge; graph learning and network optimization; anomaly detection and AIOps/MLOps for large systems; IoT security; access control; intrusion detection; digital twins for cyber–physical systems; data governance and compliance in multi-cloud; energy-aware and cost-aware intelligent services
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Signal Processing and Machine Learning: Theory, Algorithms, and Applications
edited by Shuxue Ding
submission deadline 30 Sep 2026 | Viewed by 368 | Submission Open
Keywords: signal processing and time-series analysis; machine learning and deep learning; cross-modal learning and LLM; interpretable AI; integrated sensing and processing; next-generation communications; biomedical signal analysis; audio and speech processing; remote sensing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Theories and Methods of Machine Learning
edited by
submission deadline 30 Sep 2026 | Viewed by 368 | Submission Open
Keywords: algebra and topology in deep learning; functional analysis and dynamic programming in reinforcement learning; statistical learning; online learning; neural network optimization; mathematical modelling and algorithm design; game theory; large deviation theory for performance characterizations; statistical methods and risk analysis; inverse problems
(This special issue belongs to the Section E: Applied Mathematics)
Machine Learning in Manufacturing: Digital Twins, Optimization and Control submission deadline 30 Sep 2026 | Viewed by 363 | Submission Open
Keywords: physics-aware machine learning; digital twins; engineering optimization; hybrid modeling; industry 5.0; trustworthy AI
Advances in Computational Mechanics and Optimization
edited by and
submission deadline 30 Sep 2026 | Viewed by 345 | Submission Open
Keywords: computational mechanics; structural optimization; topology optimization; finite- and boundary-element methods; meshless and spectral methods; high-performance computing; scientific computing; data-driven computational methods; machine learning-assisted modeling
(This special issue belongs to the Section E: Applied Mathematics)
Generalized Metrics and Fuzzy Similarities: Theory and Applications
edited by , , Halis Aygün and Olga Grigorenko
submission deadline 30 Sep 2026 | Viewed by 337 | Submission Open
Keywords: generalized metrics; fuzzy similarities; fuzzy measures; aggregation functions; decision-making models
(This special issue belongs to the Section E: Applied Mathematics)
Recent Advances in Finite Element Methods with Applications, 2nd Edition
edited by and Shihua Gong
submission deadline 30 Sep 2026 | Viewed by 328 | Submission Open
Keywords: finite element methods; neural networks; mixed finite element methods; spectral element method; discontinuous Galerkin methods; grid methods; meshfree methods; Loubignac iteration; virtual element method; Hpk-FEM; Navier–Stokes equations; magnetohydrodynamic equations; Boussinesq equations; large deformation elasticity; algorithms of FEM; applications of FEM; machine learning; implementation techniques of FEM; computational physics, chemistry and mechanics; computational biomechanics and biomathematics; material modeling; computational applied sciences
(This special issue belongs to the Section E: Applied Mathematics)
Computer Networks and Distributed Systems
edited by , Xiaoyan Li, Mengjie Lv and Zhijie Han
submission deadline 30 Sep 2026 | Viewed by 315 | Submission Open
Keywords: fault tolerance; congestion control; resource optimization; algorithm; data center network; cloud computing; parallel and distributed systems
(This special issue belongs to the Section E: Applied Mathematics)
Machine Learning in Financial Instruments Pricing
edited by
submission deadline 30 Sep 2026 | Viewed by 299 | Submission Open
Keywords: machine learning; financial mathematics; derivatives pricing; deep learning; complex instruments; model calibration; incomplete market; reinforcement learning
(This special issue belongs to the Section E5: Financial Mathematics)
Statistical Modeling of Financial Econometrics and Nonparametric Inference
edited by Michela Borghesi
submission deadline 30 Sep 2026 | Viewed by 287 | Submission Open
Keywords: financial econometrics; nonparametric inference; statistical modeling; time series analysis; risk measurement; high-dimensional data; semiparametric methods; dependence modeling; empirical finance
(This special issue belongs to the Section E5: Financial Mathematics)
Mathematical Modelling, Analysis, and Optimization for Engineering and Mechanics, 2nd Edition submission deadline 30 Sep 2026 | Viewed by 280 | Submission Open
Keywords: fluid dynamics; turbulence modeling; perturbation methods; nonlinear dynamics; Floquet analysis; bifurcation theory; hydrodynamic instabilities; mathematical modeling; nonlinear analysis; numerical methods; partial differential equations; Navier–Stokes systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Graph-Based Algorithms with Applications in Computer Vision
edited by
submission deadline 30 Sep 2026 | Viewed by 280 | Submission Open
Keywords: graph representation learning; spectral methods; graph matching; hypergraphs; dynamic graphs; multimodal fusion; scene understanding; three-dimensional reconstruction; segmentation; object detection
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Optimal Control Theory and Its Applications
edited by Mokhtar Hafayed
submission deadline 30 Sep 2026 | Viewed by 275 | Submission Open
Keywords: optimal stochastic control; stochastic differential equations; maximum principle; mean-field control; singular control; McKean–Vlasov controlled systems; second-order necessary conditions for optimality; control theory; partially observed optimal control; time delay systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Methods and Modeling for Structural Design
edited by Qiqi Li and Hanqing Zhang
submission deadline 30 Sep 2026 | Viewed by 269 | Submission Open
Keywords: computational mechanics; computational modeling; structural design and modelling; advanced materials and structural systems; intelligent and data-driven engineering; multi-scale and multi-physics analysis
(This special issue belongs to the Section E4: Mathematical Physics)
Applications of Data Science in Bioinformatics and Machine Learning
edited by
submission deadline 30 Sep 2026 | Viewed by 266 | Submission Open
Keywords: multi-omics data integration; three-dimensional genome; single cell multi-omics data analysis; drug discovery; disease diagnostic
(This special issue belongs to the Section E3: Mathematical Biology)
Artificial Intelligence Methods for Biomedical Modeling and Analysis
edited by Madhurima Vardhan
submission deadline 30 Sep 2026 | Viewed by 245 | Submission Open
Keywords: foundational models; generative AI in healthcare; physics-informed neural networks; graph representation learning; topological data analysis; explainable artificial intelligence; multiscale biomechanical modelling; federated learning in healthcare
(This special issue belongs to the Section E3: Mathematical Biology)
Advances on Numerical Modeling in Geomorphology and Geomechanics
edited by
submission deadline 30 Sep 2026 | Viewed by 244 | Submission Open
Keywords: numerical modeling; geohazards; geomorphology; geotechnical systems; multiphysics and multiscale
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Modeling and Optimization in Operations Management
edited by
submission deadline 30 Sep 2026 | Viewed by 236 | Submission Open
Keywords: operations research; mathematical optimization; decision science; supply chain optimization; stochastic programming; robust optimization; data-driven decision-making; large-scale optimization; computational optimization
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Mathematical Theory and Modeling of Complex Financial Systems
edited by Xiaofeng Hui
submission deadline 30 Sep 2026 | Viewed by 227 | Submission Open
Keywords: complex network; systemic risk management; geopolitical conflicts; resilience; information spillover; risk transmission; financial market; industrial chain and supply chain; cryptocurrency
(This special issue belongs to the Section E5: Financial Mathematics)
Toric Varieties and Their Algebraic Structures
edited by Matej Filip
submission deadline 30 Sep 2026 | Viewed by 205 | Submission Open
Keywords: toric varieties; toric degenerations; deformation theory; Gorenstein singularities; Fano varieties; Laurent polynomials; mutations; mirror symmetry; cluster algebras; logarithmic geometry
(This special issue belongs to the Section A: Algebra and Logic)
Recent Advances in Time Series Analysis: Methods, Theory, and Applications
edited by Mengyu Xu
submission deadline 1 Oct 2026 | 4 articles | Viewed by 11201 | Submission Open
Keywords: time series analysis; statistics for time series analysis; forecasting; trend analysis; high-dimensional time series; change point; application of time series analysis; empirical analysis in economic, finance, engineering, healthcare, and neuroscience; hypothesis test; machine learning methods for time series analysis; time-varying network; causality; spatial time series; dynamic models; non-linear time series; heteroskedasticity; prediction; resampling; ARMA models; VAR models; factor models
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Mathematical Approaches to Trustworthy and Secure AI Systems
edited by
submission deadline 1 Oct 2026 | 1 articles | Viewed by 1853 | Submission Open
Keywords: trustworthy AI; mathematical foundations; AI fairness and explainability; privacy-preserving AI; secure and robust AI; federated learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Methods of Astrophysics and Space Science
edited by Edward A. Belbruno and James Lauer Green
submission deadline 1 Oct 2026 | Viewed by 759 | Submission Open
Keywords: dynamical systems; planetary science; space science; astrophysics; comets; rogue planets; dark matter; solar system; weak capture dynamics; planet X; magnetohydrodynamics; chaos theory; permanent capture; Kuiper belt; galaxy; N-body problem; star formation and dynamics; topological methods
(This special issue belongs to the Section C2: Dynamical Systems)
Recent Advances in Nonparametric Statistics and Its Applications
edited by Somabha Mukherjee
submission deadline 1 Oct 2026 | Viewed by 464 | Submission Open
Keywords: nonparametric inference; nonparametric regression; Bayesian nonparametrics; graphical models; shape-restricted inference; causal inference; functional data analysis; topological data analysis; genomics and spatial transcriptomics
(This special issue belongs to the Section D1: Probability and Statistics)
Structural Optimization and Numerical Modeling of Materials and Engineering
edited by and Alejandro Cornejo
submission deadline 10 Oct 2026 | 2 articles | Viewed by 1109 | Submission Open
Keywords: structural optimization; numerical simulation; fatigue and damage; fracture mechanics; composite and advanced materials; constitutive modelling; data-assisted computational mechanics
(This special issue belongs to the Section E4: Mathematical Physics)
Theory and Application of Neural Networks and Complex Networks, 2nd Edition submission deadline 15 Oct 2026 | 2 articles | Viewed by 2997 | 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)
Advances in Graph Theory and Graph Coloring submission deadline 15 Oct 2026 | 3 articles | Viewed by 1661 | Submission Open
Keywords: vertex colorings; edge colorings; partitions; homomorphisms; domination
(This special issue belongs to the Section B: Geometry and Topology)
Mathematical Modeling and Numerical Simulation in Engineering: Nonlocal Theory and Intelligent Construction Technologies
edited by and
submission deadline 15 Oct 2026 | 1 articles | Viewed by 843 | Submission Open
Keywords: peridynamics; intelligent compaction; numerical simulation in engineering; nonlocal models; fractional PDE; physics-informed neural networks; crack propagation simulation; inverse problems in engineering; intelligent construction
(This special issue belongs to the Section E: Applied Mathematics)
Applied Mathematics in Wave–Structure Interaction Problems submission deadline 15 Oct 2026 | Viewed by 324 | Submission Open
Keywords: mathematical modeling; wave–structure interaction; analytical and semi-analytical methods; computational hydrodynamics; AI/ML modeling and prediction; hydrodynamic stability analysis; nonlinear wave modeling; porous and flexible structure modeling; floating and submerged body dynamics; wave energy converters
(This special issue belongs to the Section E4: Mathematical Physics)
Advances in Numerical Methods and Models in Engineering
edited by Evgenia Kirillova
submission deadline 15 Oct 2026 | Viewed by 275 | Submission Open
Keywords: analytical and numerical models in engineering; machine learning in engineering; verification and validation; multiphysics modeling; numerical and computational algorithms
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Research in Spatial-Temporal Data Mining: Theory, Algorithms, and Applications
edited by Xu Wang
submission deadline 16 Oct 2026 | 1 articles | Viewed by 1047 | Submission Open
Keywords: spatial-temporal deep learning and graph neural networks; dynamic representation learning for multi-variate time series; foundation models and large-scale forecasting frameworks; explainable and interpretable spatial-temporal models; anomaly detection and root-cause analysis in complex systems; real-world applications in transportation, energy, climate, and healthcare
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Combinatorial Optimization and Artificial Intelligence for Logistics and Supply Chain Management and Production Efficiency
edited by Fernando Tohmé and
submission deadline 16 Oct 2026 | Viewed by 461 | Submission Open
Keywords: combinatorial optimization; AI-driven optimization; planning; meta-heuristics; reinforcement learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Deep Computing Approaches in the Internet of Things and Computer Vision
edited by
submission deadline 16 Oct 2026 | Viewed by 306 | Submission Open
Keywords: deep computing; Internet of Things (IoT); computer vision; object detection and recognition; machine learning in IoT; optimization algorithms; data fusion and analytics; vision-based sensor networks; neural network architectures
(This special issue belongs to the Section E1: Mathematics and Computer Science)
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