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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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Advances in Numerical Methods for Optimal Control Problems
edited by Kening Wang and Cheng-Hung Huang
submission deadline 30 Apr 2026 | 2 articles | Viewed by 1824 | Submission Open
Keywords: optimal control; dynamical systems; differential equations; numerical analysis; computational implementation; application to medicine; infectious diseases; and economic or physical phenomena
(This special issue belongs to the Section E: Applied Mathematics)
Optimization Algorithms, Distributed Computing and Intelligence
edited by Qi Meng
submission deadline 30 Apr 2026 | 2 articles | Viewed by 1721 | Submission Open
Keywords: non-convex optimization; optimization algorithms in deep learning; implicit bias; large-scale optimization; stochastic methods in optimization
(This special issue belongs to the Section E: Applied Mathematics)
Models in Population Dynamics, Ecology and Evolution
edited by and Maíra Aguiar
submission deadline 30 Apr 2026 | 2 articles | Viewed by 1665 | Submission Open
Keywords: mathematical modelling; biological systems; ecology; evolution; population dynamics; climate change; modelling techniques; life sciences; theoretical biology; theory– empirical integration; spatial and temporal dynamics
(This special issue belongs to the Section E3: Mathematical Biology)
Advanced Optimization Algorithms in the Era of Machine Learning
edited by Francesco Alesiani
submission deadline 30 Apr 2026 | 1 articles | Viewed by 1532 | Submission Open
Keywords: optimization for machine learning; gradient estimation for continuous– discrete programming; efficient algorithms for optimal transport optimization; diffusion models and normalizing flows; optimization algorithms for discrete and combinatorial optimization; optimization algorithms for bilevel optimization; optimization algorithms of Bayesian learning; physic inspired optimization and learning methods
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Numerical Methods for Differential Equations and Related Inverse Problems
edited by He Yang
submission deadline 30 Apr 2026 | 1 articles | Viewed by 1321 | 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)
Multi-Criteria Decision-Making and Operations Research
edited by and
submission deadline 30 Apr 2026 | 2 articles | Viewed by 1315 | Submission Open
Keywords: fuzzy sets; soft sets; hesitant sets; neutrosophic sets; etc.; and their extensions/generalizations; decision making; multiple criteria decision making; operations research; group decision; fuzzy optimization; fuzzy mathematical programming model and method; fuzzy clustering analysis; fuzzy game theory; reasoning under uncertainty; aggregation operators; granular computing; fuzzy fractional integral aggregation; linguistic variables; artificial intelligence; soft computing; fuzzy set theory; deep learning; neutrosophic sets; neural networks; machine learning; expert systems; soft computing applications in medical sciences and bioinformatics; applications of fuzziness in artificial intelligence; economics; education; medicine; engineering; etc.
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Algorithms, Models and Proofs: Advancing Scalability, Sustainability and Security in Large-Scale Computation and Cryptography
edited by and Haodi Wang
submission deadline 30 Apr 2026 | 1 articles | Viewed by 1274 | Submission Open
Keywords: distributed training frameworks; parallel cryptographic computation; efficient model serving; energy-efficient architecture design; low-impact and lightweight cryptography; privacy-preserving llms; post-quantum cryptography; adversarial robustness; algorithmic foundations and modeling; secure multi-party learning; zero-knowledge proofs in AI; hardware-accelerated security; scalable key management; neural architecture search for scalable models
(This special issue belongs to the Section E: Applied Mathematics)
AI-Based and Data-Driven Modeling and Control: Mathematical Methods and Industrial Applications
edited by
submission deadline 30 Apr 2026 | 1 articles | Viewed by 1260 | Submission Open
Keywords: AI-based optimization; industrial process control; data-driven modeling and control; model-based reinforcement learning; AI-integrated control frameworks; network-constrained systems; physics-informed neural networks; uncertainty quantification and propagation; nonlinear and complex system modeling and control; real-time optimization and control
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Perspectives on Artificial Intelligence Drive in Medical Decision-Making
edited by and Sebastian Stefaniga
submission deadline 30 Apr 2026 | 1 articles | Viewed by 1206 | Submission Open
Keywords: AI-driven healthcare systems; machine learning for medical diagnosis and prognosis; ethics and explainability in AI healthcare
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Computational Intelligence in Real-World Optimization Problems: From Theory to Practice
edited by Yoel Tenne
submission deadline 30 Apr 2026 | 1 articles | Viewed by 1131 | 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)
Multimodal Deep Learning and Its Application in Healthcare
edited by
submission deadline 30 Apr 2026 | 1 articles | Viewed by 1033 | Submission Open
Keywords: multimodal learning; deep learning theory; foundation models; optimization; generalization; medical imaging; healthcare AI; mathematical modeling; biomedical data fusion; theoretical machine learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Real Algebraic Geometry and Applications in Robotics and Computer Vision
edited by Alvaro Anton-Sancho
submission deadline 30 Apr 2026 | 1 articles | Viewed by 926 | Submission Open
Keywords: real algebraic geometry; semi-algebraic sets; computational algebraic geometry; robot kinematics; motion planning; configuration spaces; multi-view geometry; three-dimensional reconstruction; visual servoing; grasping and manipulation; singularity analysis; computer vision algorithms; structure from motion; SLAM (simultaneous localization and mapping); pose estimation; polynomial optimization; algebraic vision; geometric deep learning; geometric verification; topological data analysis; robot workspace analysis; camera calibration
(This special issue belongs to the Section A: Algebra and Logic)
Artificial Intelligence Algorithms in Information Security and Cryptography
edited by Chengsheng Yuan and Zhihua Xia
submission deadline 30 Apr 2026 | 1 articles | Viewed by 924 | Submission Open
Keywords: artificial intelligence algorithms; information security; cryptography; malware detection; cryptographic key management; network intrusion detection; cryptographic algorithm design; cryptographic protocol design; biometric security; privacy-preserving AI; forensics; adversarial attack; network situational awareness
(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 30 Apr 2026 | 1 articles | Viewed by 921 | 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)
Fluid Mechanics, Numerical Analysis, and Dynamical Systems submission deadline 30 Apr 2026 | 1 articles | Viewed by 912 | Submission Open
Keywords: fluid mechanics; numerical method; dynamic system; novel flow models; fluid– structure interaction; multiphase flows
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Machine Learning Analysis and Application in Data Science
edited by Jiang Guo
submission deadline 30 Apr 2026 | 1 articles | Viewed by 878 | Submission Open
Keywords: machine learning; data analysis; predictive modeling; interdisciplinary applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Research on Mathematical Modeling and Prediction of Financial Risks
edited by Chao Liang
submission deadline 30 Apr 2026 | 1 articles | Viewed by 820 | Submission Open
Keywords: mathematics and economics; volatility forecasting analysis; advanced option pricing models; sentiment analysis and text mining; credit risk and portfolio optimization modeling; time series analysis combined with machine learning modeling; statistical inference: construction of financial models and derivation of their properties; interest rate modeling: new approaches to modeling the term structure of interest rates; incorporating market microstructure and macroeconomic factors; high-frequency data analysis: statistical and econometric methods for analyzing high-frequency financial data; capturing intraday patterns and market microstructure effects; numerical methods for financial models: development and implementation of efficient numerical methods for solving complex financial models; including finite difference methods; Monte Carlo simulations; and Fourier transform techniques
(This special issue belongs to the Section E5: Financial Mathematics)
Analytical Methods in Wave Scattering and Diffraction, 3rd Edition submission deadline 30 Apr 2026 | 1 articles | Viewed by 767 | Submission Open
Keywords: waves; scattering; diffraction; radiation; integral equation techniques; asymptotic analysis; metamaterials and periodic structures; electromagnetics; photonics; acoustic waves; elastic waves
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Methods for Signal Analysis submission deadline 30 Apr 2026 | Viewed by 762 | Submission Open
Keywords: mathematical modeling in life sciences; biomedical signal processing; genomic signal processing; imaging and optical signal processing; sensory systems; biological visual systems; psychophysical analysis of sensory perception
(This special issue belongs to the Section E3: Mathematical Biology)
New Trends in Big Data, Artificial Intelligence and Data Security
edited by , Yinbo Yu and
submission deadline 30 Apr 2026 | 1 articles | Viewed by 631 | Submission Open
Keywords: deep learning; adversarial attacks; backdoor attacks; federated learning security; malware analysis; large language models
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Recent Trends in Hamiltonian Systems
edited by Dan Offin
submission deadline 30 Apr 2026 | Viewed by 520 | 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)
Numerical Modelling and Analysis of Fractional-Order Partial Differential Equations: Methods and Applications
edited by
submission deadline 30 Apr 2026 | 1 articles | Viewed by 517 | Submission Open
Keywords: numerical methods for fractional-order PDEs; computational techniques for fractional calculus; high-order accuracy schemes for fractional differential equations; stability and convergence analysis of numerical solutions; scientific computing applications in engineering and physics; fractional-order modelling in biological and chemical systems; computational fluid dynamics and water wave phenomena; applications of fractional pdes in control theory and dynamical systems; robust algorithms for large-scale fractional differential equations; adaptive mesh refinement and parallel computing for fractional PDEs
(This special issue belongs to the Section C1: Difference and Differential Equations)
Advanced Statistical Applications for Practical Problems in Business
edited by
submission deadline 30 Apr 2026 | 1 articles | Viewed by 486 | Submission Open
Keywords: real-world problem solving; advanced statistical methods; innovative ideas; practical impact; management; marketing; healthcare; non-profit; public management
(This special issue belongs to the Section D1: Probability and Statistics)
Theory and Applications of Probability Theory and Stochastic Analysis
edited by
submission deadline 30 Apr 2026 | 1 articles | Viewed by 463 | Submission Open
Keywords: probability theory; stochastic processes; statistical inference; high-dimensional data analysis; causal inference; Bayesian Methods; spatiotemporal modeling; uncertainty quantification; machine learning integration; interdisciplinary data science
(This special issue belongs to the Section D1: Probability and Statistics)
New Advances in Neural Networks and Applications
edited by , Ameer Tamoor Khan and
submission deadline 30 Apr 2026 | Viewed by 434 | Submission Open
Keywords: neural networks; financial analytics; dynamic neural networks; bio-inspired optimization; artificial intelligence; autonomous systems; intelligent control; deep learning
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Combinatorics, Discrete Mathematics and Graph Theory, 2nd Edition
edited by Jonnathan Rodriguez and
submission deadline 30 Apr 2026 | 1 articles | Viewed by 433 | Submission Open
Keywords: algebraic graph theory; spectral graph theory; structural graph theory; combinatorics and graph theory; matrix theory; topological indices of graphs; extremal problems in graphs; inverse eigenvalue problems; graph coloring; chemical graph theory
(This special issue belongs to the Section A: Algebra and Logic)
Fuzzy Decision-Making and Risk Analysis in Transportation and Supply Chain Systems submission deadline 30 Apr 2026 | 1 articles | Viewed by 415 | Submission Open
Keywords: multiple criteria decision-making (MCDM); multiple attribute decision theory; decision analysis; single/hybrid MCDM methods; fuzzy MCDM methods; fuzzy set theory; fuzzy logic; transportation; distribution planning; optimization algorithm; soft computing in logistics research; supply chain/logistics management strategies and techniques; multimodal transportation; decision support system; expert system; supply chain performance management; modelling and simulation of logistics and supply systems; logistics and supply chain modelling; green supply chain; sustainability transportation systems
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Optimization, Modeling and Data Analytic Approaches in Network Coding submission deadline 30 Apr 2026 | Viewed by 377 | 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)
Mathematical Methods in Computer Graphics and Image Processing
edited by Wanwan Li
submission deadline 30 Apr 2026 | Viewed by 347 | 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)
Mathematical Methods in Parallel Computing and High-Performance Computing
edited by Rongchun Li
submission deadline 30 Apr 2026 | Viewed by 340 | Submission Open
Keywords: parallel computing; high-performance computing (HPC); mathematical algorithms; numerical methods; scalability; computational efficiency; data processing; scientific simulations; interdisciplinary collaboration; computational optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advancements in Application of Scientific Computing and Numerical Analysis
edited by Faranak Courtney-Pahlevani
submission deadline 30 Apr 2026 | Viewed by 335 | Submission Open
Keywords: numerical analysis; scientific computing; numerical algorithms; numerical methods in ODE and PDE; optimization; interpolation
(This special issue belongs to the Section E: Applied Mathematics)
New Developments in Calculus of Variations
edited by and Rupam Das
submission deadline 30 Apr 2026 | Viewed by 325 | 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)
Mathematical Modeling and Numerical Optimization with Its Applications submission deadline 30 Apr 2026 | Viewed by 320 | Submission Open
Keywords: mathematical modeling; numerical optimization; artificial neural network; operations research; genetic algorithm; linear and nonlinear programming; integer programming; complementary problem; complex networks; experimental data; mathematical epidemiology; optimal control; biological control
(This special issue belongs to the Section E: Applied Mathematics)
Recent Advances in Generalized Inverses and Matrix Theory
edited by
submission deadline 30 Apr 2026 | 1 articles | Viewed by 309 | Submission Open
Keywords: generalized inverses; matrix and operator equations; matrix and operator decompositions; minimization problems; partial orders; perturbations
(This special issue belongs to the Section C: Mathematical Analysis)
Modeling and Optimization of Complex Systems
edited by
submission deadline 30 Apr 2026 | 1 articles | Viewed by 289 | Submission Open
Keywords: complex systems; mathematical modeling; discrete-event systems; hybrid systems; system optimization; simulation and analysis; computational methods; scheduling and resource allocation; control and decision-making; performance evaluation
(This special issue belongs to the Section C4: Complex Analysis)
Advanced Mathematical Methods in Theoretical Physics
edited by
submission deadline 30 Apr 2026 | Viewed by 250 | Submission Open
Keywords: functional analysis; partial differential equations; special functions; algebraic methods and quantization; quantum field theory; differential and algebraic geometry; group theory and symmetry representations; calculus of variations; numerical algorithms
Advances in Applied Data Mining and Social Network Analysis
edited by and Tingxin Wen
submission deadline 30 Apr 2026 | Viewed by 247 | Submission Open
Keywords: applied data mining; social network analysis; complex networks; large language models; multimodal learning; FinTech; mining systems and engineering
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Chaos Theory and Applications
edited by Alfonso Delgado-Bonal and
submission deadline 30 Apr 2026 | Viewed by 237 | Submission Open
Keywords: chaos theory; nonlinear dynamics; sensitivity to initial conditions; complex systems; walking droplets; quantum analogs; fluid dynamics; secure communications; neural networks; interdisciplinary applications
(This special issue belongs to the Section E: Applied Mathematics)
Ensemble Evolutionary Algorithms and Machine Learning for Solving Complex Optimization and Scheduling Problems, 2nd Edition
edited by , and Yaping Fu
submission deadline 30 Apr 2026 | Viewed by 234 | Submission Open
Keywords: multi-objective; multi-task; and multi-constraint optimization; large-scale global optimization; ensemble swarm and evolutionary algorithms with machine learning algorithms; learning-based meta-heuristics; production scheduling problems; energy-efficiency scheduling problems; traffic signal control; optimization; and scheduling; vehicle routing problems; unmanned vehicles/unmanned surface vessels task assignment and routing planning; project scheduling; grid/cloud scheduling; scheduling and optimization in smart city; scheduling and optimization in smart building and home; scheduling and optimization in sustainability systems; new real-world and innovative applications of ensemble with machine learning algorithms
(This special issue belongs to the Section E: Applied Mathematics)
Probability, Statistics & Symmetry, 2nd edition submission deadline 30 Apr 2026 | Viewed by 232 | Submission Open
Keywords: distribution theory; distribution theory; regression models; survival analysis; inference based on entropy; K-record values; inference in stochastic processes; machine learning; time series analysis
Recent Advances in Differential Geometry
edited by David V. Svintradze
submission deadline 30 Apr 2026 | Viewed by 226 | Submission Open
Keywords: moving surfaces; differential geometry; variations on manifolds; calculus of variations; calculus; global and local geometry
(This special issue belongs to the Section B: Geometry and Topology)
Supply Chain Optimization and System Dynamics submission deadline 30 Apr 2026 | Viewed by 224 | Submission Open
Keywords: supply chain optimization; application of complex systems theory in management; system dynamics and simulation
(This special issue belongs to the Section E: Applied Mathematics)
Numerical Methods for Partial Differential Equations and Their Applications
edited by
submission deadline 30 Apr 2026 | Viewed by 221 | Submission Open
Keywords: elliptic PDEs; parabolic PDEs; hyperbolic PDEs; non-linear PDEs; ordinary differential equations; finite difference methods; finite element methods; finite volume methods; meshfree methods; spectral methods; domain decomposition methods; gradient discretization methods; multigrid methods; computational fluid dynamics; heat transfer; quantum mechanics
(This special issue belongs to the Section C1: Difference and Differential Equations)
Fuzzy Logic and Explainable AI in Mathematical Decision-Making
edited by , and Diego Rubén Rodríguez
submission deadline 30 Apr 2026 | 1 articles | Viewed by 221 | Submission Open
Keywords: explainable artificial intelligence (XAI); fuzzy logic; decision models; fuzzy clustering; data science; machine learning; human-centered AI; applied decision-making
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Using Artificial Neural Networks to Address Complex Problems submission deadline 30 Apr 2026 | Viewed by 212 | Submission Open
Keywords: artificial neural networks; prediction and classification; complex systems; mathematical modeling; engineering applications
Mathematical Foundations and Approaches to AI Governance in Computer Vision
edited by Jian Zhao, , Zhaoxin Fan, , and
submission deadline 30 Apr 2026 | Viewed by 203 | Submission Open
Keywords: mathematical modeling; computer vision; optimization methods; probabilistic inference; explainable AI; formal verification; trustworthy machine learning; variational methods; geometry in deep learning
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Fuzzy Logic in Artificial Intelligence
edited by and
submission deadline 30 Apr 2026 | Viewed by 195 | Submission Open
Keywords: fuzzy logic; artificial intelligence with uncertainty; fuzzy rough sets; fuzzy reasoning; intelligent control
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Al-Driven Innovation in Healthcare: Mathematical Methods, Security, and Applications
edited by , A. Alice Nithya and Michael Lane
submission deadline 30 Apr 2026 | Viewed by 189 | Submission Open
Keywords: artificial intelligence in healthcare; clinical decision support systems; computational drug discovery; generative AI and large language models (LLMs); explainable  AI (XAI); deep learning for medical imaging; graph theory in medical applications; ; privacy-preserving machine learning; healthcare cybersecurity; mathematical modelling and optimisation; multimodal data fusion and visualisation mathematical modelling and optimisation techniques in AI-driven healthcare; applications of graph theory in medical diagnostics and predictive modelling; secure and privacy-preserving AI algorithms for health data analysis; generative AI and synthetic data generation in clinical and pharmaceutical research; explainable  AI (XAI) methods with rigorous mathematical formulations; AI-based medical imaging and radiomics with a focus on interpretability; multimodal data fusion and visualisation using statistical and computational approaches; AI agents and autonomous decision-making systems in healthcare; robust machine learning algorithms for real-world clinical deployment; AI-enhanced cybersecurity frameworks for protecting healthcare infrastructure; AI for modelling climate– health interactions and environmental health impacts
(This special issue belongs to the Section E: Applied Mathematics)
Combinatorial Optimization and Its Real-World Applications
edited by
submission deadline 30 Apr 2026 | Viewed by 181 | Submission Open
Keywords: optimization; mixed-integer linear programming; large-size models; Boolean problems; heuristics; metaheuristics; energy-efficient algorithms; case studies
(This special issue belongs to the Section E: Applied Mathematics)
Intelligent Algorithms Hybridizing Optimization, Machine Learning, and Simulation: Methods and Applications
edited by , Laura Calvet and
submission deadline 30 Apr 2026 | Viewed by 179 | Submission Open
Keywords: optimization; artificial intelligence; simulation; statistics and machine learning; hybrid intelligent algorithms; heuristics and metaheuristics; simheuristics and learnheuristics
(This special issue belongs to the Section E1: Mathematics and Computer Science)
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