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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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Advanced Research in Spatial-Temporal Data Mining: Theory, Algorithms, and Applications
edited by Xu Wang
submission deadline 16 Oct 2026 | 1 articles | Viewed by 1138 | 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 510 | 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 341 | 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)
Advanced Computational Intelligence in Cloud/Edge Computing
edited by , Zhengxin Yu and
submission deadline 20 Oct 2026 | 5 articles | Viewed by 20559 | Submission Open
Keywords: cloud/edge computing; resource optimization; deep reinforcement learning; task scheduling/offloading; service deployment/migration; federated learning; traffic prediction; content caching; security/privacy protection; model compression
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Chaos Theory and Complexity
edited by Efthymia Meletlidou
submission deadline 20 Oct 2026 | 5 articles | Viewed by 10549 | Submission Open
Keywords: chaos; dynamical system; complexity; nonlinear dynamics
(This special issue belongs to the Section E4: Mathematical Physics)
Soliton Theory and Integrable Systems in Mathematical Physics
edited by
submission deadline 20 Oct 2026 | 6 articles | Viewed by 9573 | Submission Open
Keywords: numerical simulation; solitons; quasi-integrability; nonlinear evolutions; symmetries; conserved charges
(This special issue belongs to the Section E4: Mathematical Physics)
Numerical Modeling and Applications in Mechanical Engineering
edited by László Péter Kiss
submission deadline 20 Oct 2026 | 3 articles | Viewed by 4977 | Submission Open
Keywords: finite element method; discrete element method; meshfree methods, optimization; mechanics of solids; computational fluid dynamics; fluid-structure interaction; heat transfer
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Recent Advances in Graph Theory, Applications and Related Topics submission deadline 20 Oct 2026 | 4 articles | Viewed by 4559 | Submission Open
Keywords: connectivity; cages; extremal problems; mutual visibility; coalition; domination; Roman domination
(This special issue belongs to the Section E: Applied Mathematics)
Modeling and Simulation for Optimizing Complex Dynamical Systems
edited by
submission deadline 20 Oct 2026 | 2 articles | Viewed by 3527 | Submission Open
Keywords: modeling and simulation; optimization; complex dynamical systems; machine learning
(This special issue belongs to the Section D: Statistics and Operational Research)
Advances in Epidemiological and Biological Systems Modeling
edited by
submission deadline 20 Oct 2026 | 2 articles | Viewed by 1681 | Submission Open
Keywords: differential equations; data-driven modeling; numerical analysis; control interventions; public health; stochastic and agent based
(This special issue belongs to the Section E3: Mathematical Biology)
Differential Geometry and Its Applications in Theoretical Physics
edited by
submission deadline 20 Oct 2026 | 1 articles | Viewed by 1307 | Submission Open
Keywords: differential geometry; algebras; general relativity; theoretical physics
(This special issue belongs to the Section E4: Mathematical Physics)
Federated Learning and Edge Intelligence: Mathematical Models, Algorithms, and Applications
edited by
submission deadline 20 Oct 2026 | 1 articles | Viewed by 1273 | Submission Open
Keywords: federated learning; edge learning; heterogeneity; resource-constrained
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advancements in Stochastic Processes and Random Matrices submission deadline 20 Oct 2026 | 1 articles | Viewed by 840 | Submission Open
Keywords: statistical mechanics on random planar graphs; disorder in classic and quantum systems; stochastic and active random media; data science and machine learning; information theory; number theory; non-equilibrium physics; complex chemistry; biology models; economic sciences; social sciences
(This special issue belongs to the Section E4: Mathematical Physics)
Advances in Time Series Analysis and Forecasting with Applications in Disaster and Climate Risk Management
edited by Mohammad Reza Yeganegi
submission deadline 20 Oct 2026 | 1 articles | Viewed by 723 | Submission Open
Keywords: nonlinear time series; deep learning in time series analysis and forecasting; forecasting distribution; impact of climate on financial/economic time series; impact of climate on energy risks; disaster-induced financial shocks; climatic/meteorological hazard forecasting; drought and heatwave forecasting; flood forecasting; early warning
(This special issue belongs to the Section D1: Probability and Statistics)
Fuzzy Systems: Theory, Applications, and Industrial Perspectives
edited by and Jorge Sampaio Silveira Júnior
submission deadline 20 Oct 2026 | Viewed by 426 | Submission Open
Keywords: fuzzy systems and neural networks; smart manufacturing and industry; autonomous systems; evolving systems; modern control; explainability and interpretability; robotics; soft computing; fuzzy optimization
(This special issue belongs to the Section E: Applied Mathematics)
Robust Statistics in the Modern Era: From Classical Foundations to AI-Driven Applications
edited by Evrim Oral
submission deadline 20 Oct 2026 | Viewed by 401 | Submission Open
Keywords: robust statistical methods; statistical learning and AI; outliers; contaminated data
(This special issue belongs to the Section D1: Probability and Statistics)
Geometric Methods in Contemporary Engineering, 2nd Edition
edited by
submission deadline 20 Oct 2026 | Viewed by 295 | Submission Open
Keywords: Lie groups and symmetries; Clifford’s geometric algebra and calculus; applied differential geometry; graphs, knots, and computational topology; spectral geometry and geometric analysis; nonlinear dynamics and fractals; geometric deep learning
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Dynamical Systems and Statistical Mechanics: Theory and Applications
edited by
submission deadline 20 Oct 2026 | Viewed by 260 | Submission Open
Keywords: dynamical systems; statistical mechanics; ergodic theory; chaotic systems; critical phenomena, universality and phase transitions; complex systems; probabilistic description of deterministic systems and numerical simulation
(This special issue belongs to the Section C2: Dynamical Systems)
Statistics and Data Science, 2nd Edition
edited by and Andrews T. Anum
submission deadline 26 Oct 2026 | 1 articles | Viewed by 723 | Submission Open
Keywords: data science; big data analytics; advanced data analytics; computational statistics; robust inference; Bayesian inference; statistical learning; machine learning; deep learning; explainable AI; trustworthy AI; text mining; image mining; multimodal learning; supervised learning; unsupervised learning; reinforcement learning; transfer learning
(This special issue belongs to the Section D1: Probability and Statistics)
Application of Machine Learning and Mathematical Methods in Image Analysis and Computer Vision
edited by and
submission deadline 27 Oct 2026 | 5 articles | Viewed by 3364 | Submission Open
Keywords: machine learning; deep learning; optimization methods; image analysis; computer vision; variational imaging; inverse problems; medical imaging; remote sensing; pattern recognition
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Intelligent Control and Applications of Nonlinear Dynamic System
edited by Dawei Gong, Jilie Zhang and Yang Deng
submission deadline 30 Oct 2026 | 8 articles | Viewed by 21270 | Submission Open
Keywords: adaptive dynamic programming; reinforcement learning; optimal control; robot control; model-free adaptive control; containment control
(This special issue belongs to the Section E: Applied Mathematics)
Computational Fluid Dynamics with Applications
edited by Sónia Isabel Silva Pinto
submission deadline 30 Oct 2026 | 10 articles | Viewed by 16182 | Submission Open
Keywords: computational fluid dynamics; computational programming; numerical methods; mathematical analysis; numerical simulations; fluids; thermal energy
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Metaheuristic Optimization Algorithms
edited by Alma Rodríguez
submission deadline 30 Oct 2026 | 8 articles | Viewed by 12427 | Submission Open
Keywords: metaheuristics; swarm intelligence; evolutionary computation; artificial intelligence; bio-inspired optimization methods; applied optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical and Computational Models in Epidemic and Biological Systems
edited by Lubna Pinky
submission deadline 30 Oct 2026 | 1 articles | Viewed by 1328 | Submission Open
Keywords: mathematical modeling; hybrid modeling; control; artificial intelligence; machine learning; predictive models; co-evolution; multi-pathogen infection; co-epidemics; combination vaccines; co-morbidity; mutation; RSV; flu; SARS-CoV-2; human behavior; non-pharmaceutical interventions
(This special issue belongs to the Section E3: Mathematical Biology)
Advances in Combinatorial Optimization: Theory, Algorithms, and Applications
edited by
submission deadline 30 Oct 2026 | 3 articles | Viewed by 1290 | Submission Open
Keywords: combinatorial optimization; large-scale optimization; dynamic and uncertain optimization; computational efficiency; practical optimization applications; optimization algorithms; metaheuristic algorithms; hybrid optimization algorithms; AI-driven optimization
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Nonlinear Functional Analysis: Theory, Methods, and Applications, 2nd Edition
edited by Shiqing Zhang
submission deadline 30 Oct 2026 | 1 articles | Viewed by 1195 | Submission Open
Keywords: N-body problems; Ky Fan inequality; convex analysis; non-smooth analysis; variational methods
(This special issue belongs to the Section C: Mathematical Analysis)
Evolutionary Computation and Multi-Objective Optimization submission deadline 30 Oct 2026 | Viewed by 1105 | Submission Open
Keywords: evolutionary algorithms; multi-objective bi-level optimization; dynamic and robust multi-objective optimization; multi-party multi-objective optimization; multi-objective multi-tasking optimization; hybrid optimization techniques; real-world applications; multi-objective optimization; large-scale multi-objective optimization; multi-modal multi-objective optimization
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Graph Theory and Combinatorics
edited by
submission deadline 30 Oct 2026 | 2 articles | Viewed by 987 | Submission Open
Keywords: graph theory; combinatorics; discrete mathematics; extremal problems; algebraic combinatorics; spectral graph theory; probabilistic methods; algorithmic graph theory; enumerative combinatorics; network science; random graphs; combinatorial optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Methods for Computational Biology
edited by Andriana Susana Lopes De Oliveira Campanharo
submission deadline 30 Oct 2026 | Viewed by 392 | Submission Open
Keywords: machine learning; data analysis; computational biology; computational statistics; complex networks; optimization methods
(This special issue belongs to the Section E3: Mathematical Biology)
Neural Network Modeling and Control with Applications
edited by and Hailun Zhang
submission deadline 30 Oct 2026 | Viewed by 314 | Submission Open
Keywords: nonlinear intelligent control; adaptive control systems; fuzzy-neural network control; reinforcement learning for control; robust control under uncertainty; data-driven nonlinear control; nonlinear system modeling; autonomous systems control
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Foundations in NLP: Applications and Challenges
edited by Jizheng Wan and Mubashir Ali
submission deadline 31 Oct 2026 | 8 articles | Viewed by 27475 | Submission Open
Keywords: NLP; LLMs; machine learning; deep learning; text generation; speech recognition; sentiment analysis; conversational AI; ethical AI
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Machine Learning Applications in Image Processing and Computer Vision
edited by
submission deadline 31 Oct 2026 | 11 articles | Viewed by 22982 | Submission Open
Keywords: mathematical modeling; machine learning; image processing; computer vision; interpretability; explainable AI; medical imaging; synthetic image generation; feature extraction; anomaly detection
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Privacy-Preserving Machine Learning in Large Language Models (LLMs)
edited by and
submission deadline 31 Oct 2026 | 7 articles | Viewed by 17497 | Submission Open
Keywords: privacy preserving; large language models; machine unlearning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Multi-Criteria Decision Making Methods with Applications
edited by Gabriella Marcarelli, and Antonio Lucadamo
submission deadline 31 Oct 2026 | 9 articles | Viewed by 14960 | Submission Open
Keywords: multi-criteria decision-making (MCDM); group decision-making; pairwise comparisons; decision analysis; decision support systems; group decision-making; integrated approaches for modeling decision-making; soft-computing techniques for MCDM; consistency measures; pairwise comparisons
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Optimization Algorithms for Operations Research and Scheduling Problems submission deadline 31 Oct 2026 | 2 articles | Viewed by 13982 | Submission Open
Keywords: mathematical programming; combinatorial optimization; metaheuristic algorithms; multi-objective decision making; stochastic and robust optimization; AI and machine learning in optimization; supply chain and logistics scheduling; vehicle routing and workforce scheduling; sustainable and green logistics; project and resource management
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Modeling, Identification and Control of Biological Systems
edited by Alessandro Borri and
submission deadline 31 Oct 2026 | 5 articles | Viewed by 11719 | Submission Open
Keywords: mathematical modeling of biological systems; mathematical physics; computational biology and medicine; system identification and filtering; optimal control and game theory; systems biology; dynamical systems; mathematical oncology; epidemic modeling; structured population models; biochemical networks
(This special issue belongs to the Section E3: Mathematical Biology)
Advancements in Applied Mathematics for Economic Data Analytics: Models, Methods, and Applications
edited by Alessandro Mazzoccoli, and
submission deadline 31 Oct 2026 | 7 articles | Viewed by 11628 | Submission Open
Keywords: mathematical models; applied mathematics; mathematical models for economics; mathematical models for finance; data analysis; forecasting; differential equations; stochastic differential equations; dynamical systems
(This special issue belongs to the Section E5: Financial Mathematics)
Intelligent Operations, Game Analysis and Decision Making in Platform-Based Supply Chains
edited by
submission deadline 31 Oct 2026 | 7 articles | Viewed by 11461 | Submission Open
Keywords: platform-based supply chain; decision making; game analysis; mathematical models; intelligent operations; strategic interactions; operation optimization; platform-retail ecosystems
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Recent Investigations of Differential and Fractional Equations and Inclusions, 3rd Edition
edited by
submission deadline 31 Oct 2026 | 9 articles | Viewed by 11248 | Submission Open
Keywords: differential equations; differential inclusions; fuzzy differential and integral equations; fractional differential equations; difference equations; dynamical models
(This special issue belongs to the Section C1: Difference and Differential Equations)
Advances in High-Performance Computing, Optimization and Simulation
edited by Hao Jiang and Zhe Quan
submission deadline 31 Oct 2026 | 6 articles | Viewed by 11029 | Submission Open
Keywords: high-performance computing; parallel algorithms; quantum computations; error analysis; heterogenous computing; mixed precision; communication-avoiding computing; performance tuning; optimization; parallelization; simulation
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Formal Methods in Computer Science: Theory and Applications
edited by Asieh Salehi Fathabadi
submission deadline 31 Oct 2026 | 5 articles | Viewed by 10208 | 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)
Fixed Point, Optimization, and Applications: 3rd Edition submission deadline 31 Oct 2026 | 10 articles | Viewed by 8722 | 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 Methods in Machine Learning, Neural Networks and Computer Vision
edited by Zhaoxian Zhou
submission deadline 31 Oct 2026 | 4 articles | Viewed by 7670 | Submission Open
Keywords: machine learning; deep learning; neural networks; image processing; pattern recognition; computer vision; mathematical methods; optimization algorithms; statistical models; autonomous systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Research on Machine Learning, Data Mining, Natural Language Processes, and Optimization Methods
edited by
submission deadline 31 Oct 2026 | 4 articles | Viewed by 7276 | Submission Open
Keywords: data mining; optimization; machine learning; natural language processing; semantic interoperability; patterns in data science
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Machine Learning Research in Complex System
edited by Duxin Chen and
submission deadline 31 Oct 2026 | 5 articles | Viewed by 7045 | Submission Open
Keywords: complex systems; machine learning; distributed control and optimization; decentralized learning; privacy protection of machine learning in complex systems; time series analysis in complex systems; applications of complex systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Computation for Pattern Recognition and Computer Vision
edited by and
submission deadline 31 Oct 2026 | 4 articles | Viewed by 6340 | Submission Open
Keywords: artificial intelligence; pattern recognition; computer vision; feature extraction; feature matching; image processing; single-image 3d restoration; multiple view geometry; 3D point cloud; 3D object recognition; machine learning; neural network; deep learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematics Methods in Quantum Physics and Its Applications
edited by
submission deadline 31 Oct 2026 | 5 articles | Viewed by 5356 | Submission Open
Keywords: mathematical methods in quantum physics; quantum information theory; quantum computing; quantum control; quantum estimation and metrology; open quantum systems; quantum thermodynamics; quantum field theory; many-body systems; variational quantum algorithms; quantum machine learning; operator theory; functional analysis; group theory; topological methods; numerical methods
(This special issue belongs to the Section E4: Mathematical Physics)
Advanced Studies in Mathematical Optimization and Machine Learning
edited by
submission deadline 31 Oct 2026 | 3 articles | Viewed by 5052 | Submission Open
Keywords: mathematical optimization; machine learning algorithms; stability analysis; non-convex and stochastic optimization; adaptive optimization methods
(This special issue belongs to the Section E: Applied Mathematics)
Recent Computational Techniques to Forecast Cryptocurrency Markets
edited by
submission deadline 31 Oct 2026 | 2 articles | Viewed by 4950 | Submission Open
Keywords: cryptocurrencies; blockchain; artificial intelligence; machine learning
(This special issue belongs to the Section E5: Financial Mathematics)
Approximation and Computation for Numerical Analysis: Latest Advances and Prospects
edited by Abdelouahed Kouibia and
submission deadline 31 Oct 2026 | 2 articles | Viewed by 3800 | Submission Open
Keywords: numerical analysis; approximation and computation; spline functions; radial functions; polynomial functions; partial differential equation
(This special issue belongs to the Section E: Applied Mathematics)
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