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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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Statistical Machine Learning and Bayesian Methods with Applications
edited by Mélodie Monod and
submission deadline 10 Jun 2026 | Viewed by 357 | Submission Open
Keywords: Bayesian deep learning; probabilistic machine learning; statistical machine learning; interpretability and explainability; explainability; spatial statistics; survival analysis; application-driven learning
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Techniques and Artificial Intelligence in Image Processing
edited by , Longguang Wang and Yingqian Wang
submission deadline 14 Jun 2026 | 4 articles | Viewed by 20905 | Submission Open
Keywords: artificial intelligence; image processing; computer vision; pattern recognition; deep learning; image recognition; image enhancement; image generation; image security
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Mathematical Methods for Machine Learning, Neural Networks, and Computer Vision
edited by Guodong Li
submission deadline 14 Jun 2026 | 3 articles | Viewed by 2384 | Submission Open
Keywords: mathematical optimization; optimization algorithms; statistics; economic mathematics; financial mathematics; geometric deep learning; neural network analysis; robust AI design; machine learning theory; computer vision modeling
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Artificial Intelligence and Intelligent Signal Processing in Precision Measurement
edited by and
submission deadline 14 Jun 2026 | 2 articles | Viewed by 2212 | Submission Open
Keywords: neural network; deep learning; machine learning; expert system; computer application; intelligent signal processing; sensing measurement; reliable metrology; intelligent instrumentation
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematics in Formal Methods and Model Checking
edited by Yehia Abd Alrahman
submission deadline 14 Jun 2026 | 1 articles | Viewed by 1387 | Submission Open
Keywords: formal methods; model checking; automated reasoning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Multi-Objective Optimization Based on Artificial Intelligence and Evolutionary Algorithms
edited by Zhizhong Liu
submission deadline 14 Jun 2026 | 1 articles | Viewed by 766 | Submission Open
Keywords: multi-objective evolutionary algorithms (MOEAs); swarm intelligence; explainable AI in decision-making; constrained multi-objective optimization; high-dimensional Pareto fronts; data-driven surrogate modeling; robust optimization under uncertainty
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computational Intelligence for Social Media Data Mining and Knowledge Discovery
edited by
submission deadline 14 Jun 2026 | Viewed by 353 | Submission Open
Keywords: social media; sentiment analysis; community detection; trend forecasting; modeling of user behavior
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Artificial Intelligence and Mathematical Models in Robotics
edited by Mirko Raković
submission deadline 14 Jun 2026 | Viewed by 265 | Submission Open
Keywords: artificial intelligence; mathematical models; robotics
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Multimodal Vision: Mathematical Foundations, Models, and Applications
edited by
submission deadline 14 Jun 2026 | Viewed by 263 | Submission Open
Keywords: multimodal learning; computer vision; deep learning; data fusion; cross-modal retrieval; sensor fusion; autonomous systems; medical imaging; neural networks; multimodal representation learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Dynamic Model and Analysis of Biology and Epidemiology
edited by and
submission deadline 15 Jun 2026 | 1 articles | Viewed by 1058 | Submission Open
Keywords: population dynamics; epidemic dynamics; evolutionary dynamics; spatial dynamics; mathematical and computational modeling
(This special issue belongs to the Section E3: Mathematical Biology)
Control Theory and Applications, 3rd Edition submission deadline 15 Jun 2026 | 1 articles | Viewed by 754 | Submission Open
Keywords: mathematical modelling; mathematical methods; control theory; numerical simulation; artificial intelligence; neural networks; industrial applications; identification; advanced control; controller design; distributed parameter processes; unconventional processes; energy systems; fractional-order systems; robotic systems; biomedical systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Modeling of Fault Detection and Diagnosis
edited by
submission deadline 15 Jun 2026 | 1 articles | Viewed by 496 | Submission Open
Keywords: artificial intelligence; fault detection; data imbalance; small samples; machine learning; statistical modeling; data augmentation; mathematical modeling; sensor fusion; industrial applications
(This special issue belongs to the Section E: Applied Mathematics)
Intelligent Control and Optimization in Manufacturing submission deadline 15 Jun 2026 | Viewed by 469 | Submission Open
Keywords: machine learning in manufacturing; reinforcement learning in manufacturing; process monitoring and optimization; digital twin technology; energy-efficient manufacturing; path planning and resource optimization
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Cryptography for Blockchain
edited by Yujue Wang
submission deadline 15 Jun 2026 | Viewed by 303 | Submission Open
Keywords: cryptography; privacy-enhancing technology; blockchain; authentication; consensus mechanism
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Feature Papers in High Performance Tamper Resistant Heterogeneous Parallel Computing Infrastructures
edited by Justin Shi, Abdallah Khreishah and
submission deadline 15 Jun 2026 | Viewed by 273 | Submission Open
Keywords: parallel computing; fault tolerance; performance optimization; open-source software; tamper resistance; cryptograph and blockchain
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Business Intelligence: Theoretical and Empirical Issues
edited by
submission deadline 20 Jun 2026 | 6 articles | Viewed by 62331 | Submission Open
Keywords: business intelligence; business analytics; big data; web analytics; business process; competitive intelligence
(This special issue belongs to the Section E5: Financial Mathematics)
Machine Learning Applications in Image Processing and Computer Vision
edited by
submission deadline 20 Jun 2026 | 10 articles | Viewed by 18855 | 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)
Stochastic System Analysis and Control
edited by Tianliang Zhang, Xiangyun Lin and Xiushan Jiang
submission deadline 20 Jun 2026 | 8 articles | Viewed by 11746 | Submission Open
Keywords: stochastic modeling; noise analysis; stochastic processes; control strategies; optimization; system analysis; engineering applications; statistical methods; stochastic reinforcement learning; stochastic partial differential equations; practical implementations
(This special issue belongs to the Section E2: Control Theory and Mechanics)
The Application of Deep Neural Networks in Image Processing
edited by
submission deadline 20 Jun 2026 | 7 articles | Viewed by 10176 | Submission Open
Keywords: image classification; object detection; semantic segmentation; image enhancement (e.g.; denoising; deblurring; contrast enhancement; sharpness enhancement); image restoration (e.g.; dehazing; deraining; desnowing; deweathering); edge inference of DNNs
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Optimization and Path Planning of Robotics
edited by
submission deadline 20 Jun 2026 | 1 articles | Viewed by 2647 | Submission Open
Keywords: optimization; path planning; collision avoidance; computational geometry; simulation
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Intelligent Scheduling and Optimization in Smart Manufacturing
edited by Ziyan Zhao
submission deadline 20 Jun 2026 | 2 articles | Viewed by 1607 | Submission Open
Keywords: smart manufacturing; intelligent algorithm; production scheduling; intelligent scheduling; data-driven scheduling; real-time scheduling; multi-objective optimization; optimization
(This special issue belongs to the Section D: Statistics and Operational Research)
Theory and Applications of Fractional Models submission deadline 20 Jun 2026 | 2 articles | Viewed by 1254 | Submission Open
Keywords: fractional calculus; fractional integrals and derivatives; fractional differential equations; stability analysis
(This special issue belongs to the Section C1: Difference and Differential Equations)
Chaos Computing at AI Age
edited by , , Shijian Cang and
submission deadline 20 Jun 2026 | Viewed by 526 | Submission Open
Keywords: machine learning and chaos; chaos and swarm intelligence; chaos in recurrent neural networks; chaos-based optimization algorithms; AI-based techniques in chaotic dynamics prediction; machine learning in chaos-based encryption algorithms; security enhancement for chaos- and AI-based encryption algorithms
(This special issue belongs to the Section E4: Mathematical Physics)
Machine Learning for Bioinformatics Algorithms and Statistical Modeling
edited by
submission deadline 20 Jun 2026 | Viewed by 294 | Submission Open
Keywords: machine learning; bioinformatics; multi-view clustering; multi-omics data integration; spatial transcriptomics; graph learning; tensor and hypergraph methods; optimal transport; survival analysis; statistical modeling; regularization; Bayesian inference
(This special issue belongs to the Section D1: Probability and Statistics)
Distributed Control and Mathematical Modeling with Applications
edited by and Yichen Li
submission deadline 20 Jun 2026 | Viewed by 293 | Submission Open
Keywords: distributed control; distributed optimization; cyber-physical systems (CPS); mathematical modeling; distributed observers; distributed filters; large-scale systems; interconnected systems
(This special issue belongs to the Section E: Applied Mathematics)
Data-Driven Decentralized Learning for Future Communication Networks submission deadline 30 Jun 2026 | 6 articles | Viewed by 25237 | Submission Open
Keywords: decentralized learning for wireless communications; cloud– edge– deivce collaborative learning; wireless traffic analysis and resource management; intelligent communications; large language models and their application in communication networks
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Control of Complex Dynamical Systems and Robotics with Applications
edited by Gang Wang, and Qingdu Li
submission deadline 30 Jun 2026 | 12 articles | Viewed by 24161 | Submission Open
Keywords: modeling and control of robotics; machine learning algorithms; complex systems and stability analysis; distributed control of multiagent systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Metaheuristic Algorithms, 2nd Edition
edited by
submission deadline 30 Jun 2026 | 11 articles | Viewed by 16619 | 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)
Optimization Theory, Algorithms and Applications
edited by Nataliya I. Kalashnykova
submission deadline 30 Jun 2026 | 11 articles | Viewed by 14750 | Submission Open
Keywords: continuous; discrete; and combinatorial optimization; global optimization; multilevel and multi-objective optimization; exact; heuristic; and metaheuristic algorithms; convergence and complexity issues; optimization in operations research and machine learning; multidisciplinary applications of optimization and operations research
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Modelling and Optimization of Service Supply Chain, 2nd Edition
edited by
submission deadline 30 Jun 2026 | 6 articles | Viewed by 14196 | Submission Open
Keywords: supply chain; service science; mathematical modeling; optimization; complex system; game theory; mathematical and numerical analysis of networks; operations management
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Artificial Intelligence and Mathematical Models in Robotics and Automation
edited by Biao Lu and Minnan Piao
submission deadline 30 Jun 2026 | 4 articles | Viewed by 13660 | Submission Open
Keywords: artificial intelligence; mathematical models; robotics; automation; machine learning; control theory; perception and sensing; decision making; human– robot interaction; autonomous systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Intelligent Algorithms for Decision Making Under Uncertainty
edited by Stoyan Tranev and
submission deadline 30 Jun 2026 | 9 articles | Viewed by 10677 | Submission Open
Keywords: artificial intelligence; decision support systems; data analytics; intelligent algorithms; intuitionistic fuzzy logic; large-scale problems; machine learning; numerical methods; optimization; predictive analytics; probabilistic models; stochastic processes; uncertainty quantification
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Stochastic Models in Mathematical Biology, 2nd Edition
edited by
submission deadline 30 Jun 2026 | 4 articles | Viewed by 10428 | Submission Open
Keywords: population dynamics; mathematical physiology; biophysics; signalling; Markov models; Markov decision processes; stochastic differential equations; branching processes; parametrisation of stochastic models; Bayesian analysis
(This special issue belongs to the Section E3: Mathematical Biology)
Advanced Computational Modeling and Optimization in Operations Research and Supply Chain Management
edited by Pedro Ivan Palominos
submission deadline 30 Jun 2026 | 3 articles | Viewed by 10209 | Submission Open
Keywords: optimization; mathematical modeling; operations research; operations management; logistics; computation; supply chain management; artificial intelligence
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advanced Control Theory in Robot System submission deadline 30 Jun 2026 | 2 articles | Viewed by 9714 | Submission Open
Keywords: mathematics problems in robot motion and trajectory control; adaptive control in robotics and mechatronic; IA applications in robot control; robot optimal control; robot stability and analysis of dynamics
(This special issue belongs to the Section C2: Dynamical Systems)
Analysis on Differentiable Manifolds
edited by
submission deadline 30 Jun 2026 | 11 articles | Viewed by 9636 | Submission Open
Keywords: differentiable manifold; (pseudo-)Riemannian metric; submanifold; curvature; optimal inequalities; affine connection; polynomial structure; quasi-Einstein manifold; spacetime; geometric flow; soliton; vector field; fiber bundle; vector distribution; foliations
(This special issue belongs to the Section B: Geometry and Topology)
Mathematics Methods of Robotics and Intelligent Systems submission deadline 30 Jun 2026 | 7 articles | Viewed by 9631 | Submission Open
Keywords: nonlinear and hybrid robotic systems; distributed and multi-agent systems; multi-sensor fusion techniques and filtering; motion planning; optimal path design; swarm robotics; control theory; gaussian control; matrix control; H-infinity control; sliding mode control; multivariable control; neural control; nonlinear control; stochastic control; model predictive control; robust control; optimal control; adaptive control; time-varying control; fuzzy control; fractional-order control
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances and Applications in Computational Fluid Dynamics submission deadline 30 Jun 2026 | 8 articles | Viewed by 9159 | Submission Open
Keywords: applied; computational; and mathematical physics; combustion and decomposition theories; computational thermal engineering; heat and mass transfer; magnetohydrodynamics (MHD); mechanics of fluids; environmental pollution
(This special issue belongs to the Section E: Applied Mathematics)
Reinforcement Learning in Edge Intelligence for Next-Generation Communications and Security
edited by Xiaozhen Lu
submission deadline 30 Jun 2026 | 4 articles | Viewed by 8972 | Submission Open
Keywords: reinforcement learning; edge intelligence architecture; next-generation communications; security and privacy; zero-trust architecture; federated learning-enabled edge intelligence; resource allocation and optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematics Applications of Artificial Intelligence and Computer Vision
edited by Dimitrios Tsourounis
submission deadline 30 Jun 2026 | 2 articles | Viewed by 8277 | Submission Open
Keywords: computer vision; artificial intelligence; mathematical modeling; image processing; deep learning; pattern recognition; geometric methods; knowledge distillation; optimization techniques; computational intelligence
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Recent Advances in Planning and Scheduling for Supply Chain Optimization
edited by and
submission deadline 30 Jun 2026 | 7 articles | Viewed by 7853 | Submission Open
Keywords: planning and scheduling; production scheduling; logistics optimization; facility location; combination optimization; evolutionary computation; machine learning
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Innovative Approaches to Modeling Complex Systems submission deadline 30 Jun 2026 | 2 articles | Viewed by 6764 | Submission Open
Keywords: complex systems; nonlinear dynamics; chaos theory and fractals; dynamical systems and network theory; differential equations (including hybrid and unconventional forms); discovery science and knowledge discovery; transfer learning and adaptive models; context-driven approaches; data mining and information extraction; intuitive modeling approaches
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Methods for Image Processing and Computer Vision
edited by Rogelio Hasimoto-Beltran and Oscar Susano Dalmau Cedeño
submission deadline 30 Jun 2026 | 5 articles | Viewed by 6754 | Submission Open
Keywords: image processing; computer vision; mathematical morphology and topology; machine learning and deep learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Research on Applied Partial Differential Equations
edited by Erwin Suazo and
submission deadline 30 Jun 2026 | 5 articles | Viewed by 6328 | Submission Open
Keywords: fractional calculus; ordinary differential equations; partial differential equations; stochastic differential equations; nonlinear wave propagation; applications of difference and differential equations in finance (or applications in finance); differential learning methods
(This special issue belongs to the Section C1: Difference and Differential Equations)
Numerical Methods for Scientific Computing
edited by Ching-Sung Liu and
submission deadline 30 Jun 2026 | 5 articles | Viewed by 5986 | Submission Open
Keywords: numerical methods; numerical differential equations; numerical optimization; numerical linear algebra; numerical multilinear algebra; eigenvalue problems; nonlinear eigenvalue problems; matrix approximation; tensor approximation; bisection method; Newton’ s method; secant method; integration; midpoint rule; trapezoidal rule; adaptive integration; initial value problem; euler method; second-order runge-kutta methods; system of differential equations; boundary value problems; linear algebra; gaussian elimination; finite difference approximation; iterative methods; piecewise linear interpolation; multidimensional interpolation; least-squares approximation
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Research in Mathematical Economics and Financial Modelling, 2nd Edition submission deadline 30 Jun 2026 | 7 articles | Viewed by 5808 | Submission Open
Keywords: mathematical economics; financial modelling; financial engineering; structural equation modelling; spatial statistics and econometrics; stochastic optimization; measurement; network analysis and sampling techniques
(This special issue belongs to the Section E5: Financial Mathematics)
Artificial Intelligence, Algorithms, and Databases: Innovations and Cross-Disciplinary Impact
edited by , , Xiaohui Yan and Sicheng Hou
submission deadline 30 Jun 2026 | 6 articles | Viewed by 5540 | Submission Open
Keywords: artificial intelligence; deep learning; swarm intelligence; data-driven optimization methods; time-series forecasting; computational intelligence and evolutionary algorithms; meta-heuristic algorithms; intelligent optimization algorithms; data mining; CNNs; RNNs; LSTMs; autoencoders; GANs; transformers; time-series anomaly detection    
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Modern Supply Chain Management and Information Technology
edited by Meichuan Cheng and Alexis P.I. Goh
submission deadline 30 Jun 2026 | 2 articles | Viewed by 5083 | Submission Open
Keywords: inventory management; green supply chain and information technology integration; reverse logistics and sustainability; subscription economy; Internet of Things in supply chain management; sustainability assessment and resilience analysis of critical infrastructures; computer graphics and visualization; network theory and optimization; information retrieval and natural language processing; optimization algorithm; operations research and optimization
(This special issue belongs to the Section E: Applied Mathematics)
Emerging Applications of Artificial Intelligence Algorithms in Computer and Network Security
edited by , , Yeim-Kuan Chang and Yung-Chung Wang
submission deadline 30 Jun 2026 | 4 articles | Viewed by 4627 | Submission Open
Keywords: artificial intelligence; computer security; network security; machine learning; malware detection; intrusion detection; steganalysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Evolutionary Machine Learning for Real-World Applications
edited by Azam Asilian Bidgoli
submission deadline 30 Jun 2026 | 2 articles | Viewed by 4230 | Submission Open
Keywords: evolutionary computation; machine learning; evolutionary machine learning; swarm intelligence optimization; multi-objective optimization; neuroevolution; deep learning optimization; evolutionary architecture search                  
(This special issue belongs to the Section E: Applied Mathematics)
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