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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 Multi-Criteria Decision Making Methods with Applications
edited by Gabriella Marcarelli, and Antonio Lucadamo
submission deadline 10 Dec 2025 | 5 articles | Viewed by 5145 | 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)
Geometric Methods in Contemporary Engineering
edited by
submission deadline 10 Dec 2025 | 4 articles | Viewed by 4910 | 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)
Computer Vision, Image Processing Technologies and Machine Learning
edited by and Thittaporn Ganokratanaa
submission deadline 10 Dec 2025 | 2 articles | Viewed by 3326 | Submission Open
Keywords: computer vision; image processing; machine learning; deep learning; object detection; image enhancement; facial recognition; medical imaging; autonomous vehicles; real-time analysis; smart surveillance; video processing
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical and Econometric Modeling in Applied Economics submission deadline 10 Dec 2025 | Viewed by 439 | Submission Open
Keywords: regularized regression; nonlinear regression; machine learning applications in economics; copula methods; financial economics; macroeconomic and microeconomic modeling; parametric and nonparametric estimations
(This special issue belongs to the Section E: Applied Mathematics)
Statistical Data Modeling and Machine Learning with Applications, 3rd Edition submission deadline 15 Dec 2025 | 20 articles | Viewed by 58249 | Submission Open
Keywords: computational statistics; dimensionality reduction; variable selection; parameter estimation; model selection; Bayesian networks; causal inference; missing data; D-optimality; nonparametric statistical modeling; supervised learning (classification; regression); clustering methods; financial statistics and econometrics; statistical algorithms; time series analysis and forecasting; machine learning algorithms; decision trees; ensemble methods; neural networks; deep learning; hybrid models; data analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Applications of Soft Computing in Software Engineering submission deadline 15 Dec 2025 | 3 articles | Viewed by 11148 | Submission Open
(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 18 Dec 2025 | 6 articles | Viewed by 9874 | 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)
Complex Process Modeling and Control Based on AI Technology
edited by Jie Hu, and Pan Yu
submission deadline 20 Dec 2025 | 10 articles | Viewed by 22863 | Submission Open
Keywords: data-driven modeling; artificial intelligence; process control; dynamical systems modelling; machine learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Modeling of Multiphase Flow Phenomena
edited by Siwei Liu and
submission deadline 20 Dec 2025 | 5 articles | Viewed by 8559 | Submission Open
Keywords: theoretical modeling; computational fluid dynamics; multiphase flow; plasma in dielectrics; bubble and droplets; interfacial instabilities
(This special issue belongs to the Section E: Applied Mathematics)
Metaheuristics and Artificial Intelligence: Latest Advances and Prospects submission deadline 20 Dec 2025 | 2 articles | Viewed by 6976 | Submission Open
Keywords: metaheuristics; artificial intelligence; optimization; swarm intelligence; genetic algorithms; evolutionary computation; artificial neural networks; fuzzy logic; machine learning; deep learning; hybrid systems; explainable artificial intelligence
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applications of Deep Learning and Convolutional Neural Network submission deadline 20 Dec 2025 | 2 articles | Viewed by 4259 | Submission Open
Keywords: deep learning; convolutional neural networks (CNNs); pattern recognition; medical image analysis; diagnostic accuracy; autonomous vehicles; real-time object detection; decision-making financial technology (FinTech); risk assessment; fraud detection; environmental monitoring; satellite imagery; climate change tracking; natural resource management; artificial intelligence (AI); image and speech processing; natural language understanding; predictive models; global challenges in AI
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computational Mechanics and Finite Element Method: Theory and Applications submission deadline 20 Dec 2025 | 2 articles | Viewed by 3713 | Submission Open
Keywords: numerical analysis; structural mechanics; structures dynamics; mechanics of materials; fluid mechanics; thermal sciences; computer-aided engineering; optimization; discretization; mesh generation
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Optimization in Transportation Engineering: 2nd Edition
edited by Qun Chen, Haibo Chen and Lianbo Deng
submission deadline 20 Dec 2025 | 3 articles | Viewed by 3433 | Submission Open
Keywords: transportation; planning; design; operation; transportation facilities; optimization; roads; railway; network; bus; intersection; signal control; station; parking facilities; travel behavior modeling; traffic demand analysis; passenger flow organization; traffic flow; intelligent transportation; autonomous driving; vehicle networking; shared transportation; mobility as a service; multimodal transport; logistics; planning; scheduling; path planning; facility allocation; navigation; aviation
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Mathematical Modeling and Optimization for Business Analytics
edited by Reza Maihami and
submission deadline 20 Dec 2025 | 1 articles | Viewed by 1911 | Submission Open
Keywords: mathematical modeling; business analytics; optimization techniques; decision making; operations research
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advanced Technologies for Modeling and Optimization of Control Systems and Biomedical Engineering
edited by
submission deadline 20 Dec 2025 | 1 articles | Viewed by 1869 | Submission Open
Keywords: control systems; cyber-physical systems; networked control systems; IoT-based systems; artificial intelligence; dynamic systems; biomedical engineering
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Applications of Differential Equations for Mathematical Modelling in Engineering submission deadline 20 Dec 2025 | 1 articles | Viewed by 1616 | Submission Open
Keywords: ordinary; coupled; partial; and fractional differential equations; mathematical modelling; engineering applications
(This special issue belongs to the Section C1: Difference and Differential Equations)
Advances in Optimal Transport: Algorithms, Theory, and Intelligent System Applications
edited by and
submission deadline 20 Dec 2025 | 1 articles | Viewed by 1426 | Submission Open
Keywords: optimal transport algorithms; emergency evacuation; intelligent transportation systems; evolutionary game theory; deep learning; networked control; complex systems; resource allocation
(This special issue belongs to the Section E: Applied Mathematics)
Application of Mathematical Methods in Multi-Objective Optimization and Evolutionary Algorithms submission deadline 20 Dec 2025 | 2 articles | Viewed by 1117 | Submission Open
Keywords: multi-objective optimization; evolutionary computation; multi-criteria analysis; metaheuristic algorithms; combinatorial optimization; multi-criteria decision making; genetic algorithms; particle swarm algorithms; artificial neural networks; renewable energy; green supply chain design; data mining
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Stochastic Processes and Modeling in Biology submission deadline 20 Dec 2025 | Viewed by 269 | Submission Open
Keywords: stochastic process; mathematical modeling; stochastic calculus; population trends; biological systems
(This special issue belongs to the Section D1: Probability and Statistics)
Machine Learning and Big Data Analytics in Image Processing
edited by Di Wang
submission deadline 20 Dec 2025 | Viewed by 217 | Submission Open
Keywords: machine learning; big data analytics; image processing; deep learning; federated learning; computer vision; medical imaging; real-time image analytics; explainable AI; distributed computing frameworks        
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Methods for AI-Enhanced Wireless Communications in Smart Cities submission deadline 20 Dec 2025 | Viewed by 213 | Submission Open
Keywords: AI-based communication network design; wireless communication network; sensor network; AI-enabled 6G and beyond wireless communication; federated learning and edge AI in smart cities; intelligent reflective surfaces (IRS) for urban wireless network; graph neural networks in urban IoT systems; AI for spectrum management and resource allocation; machine learning for vehicular and drone communications; real-time wireless communication analytics using AI; secure and privacy-preserving AI in wireless networks; applications of AI-driven networks in traffic; energy; and public safety
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in the Analysis and Control of Nonlinear Dynamical Systems and Complex Phenomena submission deadline 24 Dec 2025 | 2 articles | Viewed by 1835 | Submission Open
Keywords: nonlinear dynamical systems; nonlinear control; complex phenomena; prediction and synchronization
(This special issue belongs to the Section C2: Dynamical Systems)
Mathematics Applied to Manufacturing and Logistics Systems
edited by , and Isabel Cristina Mendes Pinto
submission deadline 25 Dec 2025 | 2 articles | Viewed by 6976 | Submission Open
Keywords: mathematical models; processes optimization; industrial management; logistics optimization; sustainability; costs reduction; quality optimization; process flow optimization; internal logistics optimization; external logistics optimization; optimization algorithms; industrial operations; robot path optimization; information flow optimization; optimization of the industry digitalization; case studies
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Stochastic Processes and Its Applications submission deadline 30 Dec 2025 | 3 articles | Viewed by 4134 | Submission Open
Keywords: stochastic processes and their applications; computational probability; time series analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Control Theory and Optimizations submission deadline 30 Dec 2025 | 1 articles | Viewed by 1032 | Submission Open
Keywords: nonlinear and optimal control methods; robust control and stability analysis in AI-enhanced systems; model predictive control and real-time optimization; adaptive and intelligent control strategies; reinforcement learning and data-driven control strategies; model predictive control and real-time optimization; AI-driven decision-making in control systems; game theory and multi-agent control; computational methods in control and optimization; computational intelligence and evolutionary optimization
(This special issue belongs to the Section E: Applied Mathematics)
Evolutionary Computation and Multi-Objective Optimization submission deadline 30 Dec 2025 | Viewed by 676 | 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)
Recent Advances in Mathematical Optics submission deadline 30 Dec 2025 | Viewed by 216 | Submission Open
Keywords: mathematical optics; optical imaging; wavefront analysis; computational optics; nonlinear optics; inverse problems; quantum optics; photonics signal processing; light propagation; diffraction
(This special issue belongs to the Section E4: Mathematical Physics)
Advanced Methods and Applications with Deep Learning in Object Recognition submission deadline 31 Dec 2025 | 7 articles | Viewed by 43575 | 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)
Analytic Methods in Number Theory and Allied Fields submission deadline 31 Dec 2025 | 19 articles | Viewed by 31532 | Submission Open
Keywords: complex analysis; harmonic analysis; number theory; differential equations; algebraic elucidation of analytic expressions
(This special issue belongs to the Section E: Applied Mathematics)
Application of Artificial Intelligence, Machine Learning and Data Science in Industrial and Medical Domains submission deadline 31 Dec 2025 | 6 articles | Viewed by 22895 | Submission Open
Keywords: applied artificial intelligence; applied machine learning; data science; engineering applications of AI; generative AI; intelligent decision support systems; computer vision
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Modeling and Optimization of Complex Engineering Systems under Uncertainties
edited by and Shui Yu
submission deadline 31 Dec 2025 | 8 articles | Viewed by 21213 | Submission Open
Keywords: Complex systems; Reliability; Control; Advanced modeling technology; Design optimization; Uncertainty-based design and optimization; Reliability-based design and optimization; Optimization methods; Uncertainty quantification and  propagation; Multidisciplinary design optimization; Risk assessment; Fault diagnosis; Physics of failure; Reliability hazard analysis; Fuzzy reliability analysis; Uncertainty in engineering; Artificial intelligence; Machine learning
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advanced Research in Complex Analysis Operators and Special Classes of Analytic Functions
edited by
submission deadline 31 Dec 2025 | 19 articles | Viewed by 19813 | Submission Open
Keywords: analytic function; univalent function; differential operator; integral operator; fractional operator; q-operator; differential subordination; differential superordiantion
(This special issue belongs to the Section C4: Complex Analysis)
Innovations in Optimization and Operations Research
edited by , and Socorro Rangel
submission deadline 31 Dec 2025 | 11 articles | Viewed by 18022 | Submission Open
Keywords: optimization; operations research; metaheuristics; multi-objective optimization; combinatorial optimization; stochastic optimization; heuristics; supply chain management; logistics; robust optimization; game theory; evolutionary algorithms; swarm intelligence; finance; economics; engineering; decision support systems; data-driven optimization; machine learning; real-world applications; multidisciplinary applications
(This special issue belongs to the Section D: Statistics and Operational Research)
New Solutions for Multimedia and Artificial Intelligence Security
edited by
submission deadline 31 Dec 2025 | 3 articles | Viewed by 17279 | Submission Open
Keywords: artificial intelligence security; multimedia security and protection; multimedia forensics and anti-forensics; adversarial attacks and defenses; digital watermarking; steganography; and steganalysis; deepfake and misinformation detection; data integrity and authentication; secure signal processing and information hiding; DNN-based multimedia protection techniques; cybersecurity for multimedia systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Non-associative Structures and Their Applications in Physics and Geometry submission deadline 31 Dec 2025 | 7 articles | Viewed by 16985 | Submission Open
Keywords: non-associative algebras; superalgebras; n-ary algebras; Poisson algebras; quandles; braces; racks; bialgebras; differential equations
(This special issue belongs to the Section A: Algebra and Logic)
Applications of Artificial Intelligence in Biomedical Image Processing submission deadline 31 Dec 2025 | 6 articles | Viewed by 16719 | Submission Open
Keywords: artificial intelligence; deep learning; machine learning; convolutional neural networks; computer-aided diagnosis; radiomics; segmentation; signal processing
(This special issue belongs to the Section E3: Mathematical Biology)
Artificial Neural Networks and Dynamic Control Systems submission deadline 31 Dec 2025 | 9 articles | Viewed by 15617 | Submission Open
Keywords: control systems; nonlinear systems; stability; synchronization analysis; fractional-order nonlinear systems; neural networks; mathematical modeling; fuzzy logics 
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Artificial Intelligence, Machine Learning and Optimization
edited by Zne-Jung Lee and
submission deadline 31 Dec 2025 | 11 articles | Viewed by 15509 | Submission Open
Keywords: artificial intelligence; machine learning; optimization; biocomputing; intelligent control; intelligent computing; data mining; deep learning; intelligent technologies and applications in engineering
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Applied Mathematical Modelling and Dynamical Systems, 2nd Edition submission deadline 31 Dec 2025 | 11 articles | Viewed by 15004 | Submission Open
Keywords: mathematical modeling; dynamical systems; nonlinear systems; theory of singularities; fixed point theory; bifurcation theory; complex systems; iteration theory; topological dynamics; ergodic theory; symbolic dynamics; population dynamics; embedding problems; networks; synchronization; simulation; chaos; functional equations
(This special issue belongs to the Section C2: Dynamical Systems)
Advanced Computational Intelligence in Cloud/Edge Computing
edited by , Zhengxin Yu and
submission deadline 31 Dec 2025 | 5 articles | Viewed by 14795 | 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)
Quantum Computing and Networking submission deadline 31 Dec 2025 | 4 articles | Viewed by 13754 | Submission Open
Keywords: quantum algorithms; quantum annealing algorithms; quantum-inspired algorithms; distributed quantum algorithms; quantum machine learning; quantum neural networks; quantum key distribution; quantum network routing; quantum network communication; quantum network protocol designs; quantum Internet of Things (QIoT)
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Latest Advances in Mathematical Economics submission deadline 31 Dec 2025 | 6 articles | Viewed by 13641 | Submission Open
Keywords: stability; convergence issues; analytical solutions; coefficient matrices; computational and algorithmic methods
(This special issue belongs to the Section E5: Financial Mathematics)
Advances in Dynamical Systems, Differential Equations, and Their Applications submission deadline 31 Dec 2025 | 6 articles | Viewed by 13219 | Submission Open
Keywords: iterative dynamics; ordinary differential equations; (evolutionary) partial differential equations; applications to physics (cosmology; quantum physics; matter theory; thermodynamics) and other sciences
(This special issue belongs to the Section C1: Difference and Differential Equations)
Quantum Computing Algorithms and Quantum Computing Simulators submission deadline 31 Dec 2025 | 3 articles | Viewed by 13156 | Submission Open
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Reliability Estimation and Mathematical Statistics
edited by Kamel Rekab
submission deadline 31 Dec 2025 | 8 articles | Viewed by 12836 | Submission Open
Keywords: estimation; reliability; sequential; Bayesian; classical; decision rule; simulation; software; system
(This special issue belongs to the Section D1: Probability and Statistics)
Applications of Artificial Intelligence, Machine Learning and Data Science
edited by Yufeng Yu, Guoxia Xu and Hu Zhu
submission deadline 31 Dec 2025 | 8 articles | Viewed by 11489 | Submission Open
Keywords: machine learning; deep learning; data mining; computer vision; artificial intelligence; image processing; pattern recognition
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Metaheuristic Algorithms, 2nd Edition
edited by
submission deadline 31 Dec 2025 | 7 articles | Viewed by 10960 | Submission Open
Keywords: swarm intelligence; bio-inspired algorithms; evolutionary algorithms; neighborhood search algorithms; hybridized algorithms; metaheuristics applied to combinatorial problems; metaheuristics applied to continuous problems; empirical and theoretical research on metaheuristics; high-impact applications of metaheuristics
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Current Topics in Optimization, Inequalities and Convex Function Theory
edited by Sorin Rǎdulescu and
submission deadline 31 Dec 2025 | 11 articles | Viewed by 10403 | Submission Open
Keywords: convex functions; biconvex functions; generalized convexity; subharmonic functions; absolute monotone functions; majorization theory; Schur convex functions; Jensen inequality; Hermite– Hadamard inequality; weighted inequalities; control theory; mathematical programming; differential inequalities; variational inequalities; equilibrium problems
(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 Dec 2025 | 5 articles | Viewed by 10084 | 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)
Mathematical Methods of Operational Research and Data Analytics in Operations Planning and Scheduling
edited by and
submission deadline 31 Dec 2025 | 6 articles | Viewed by 10058 | Submission Open
Keywords: planning; scheduling; models; frameworks; manufacturing; healthcare; transportation; logistics; supply chain; combinatorial optimization; computational complexity; design of algorithms; special cases; polynomial algorithms; exact methods; heuristic methods; metaheuristics; machine learning; artificial intelligence
(This special issue belongs to the Section E: Applied Mathematics)
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