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Mathematics publishes Special Issues to create collections of papers on specific topics, with the aim of building a community of authors and readers to discuss the latest research and develop new ideas and research directions. Special Issues are led by Guest Editors, who are experts on the topic and all Special Issue submissions follow MDPI's standard editorial process. The journal’s Editor-in-Chief and/or designated Editorial Board Member will oversee Guest Editor appointments and Special Issue proposals, checking their content for relevance and ensuring the suitability of the material for the journal. The papers published in a Special Issue will be collected and displayed on a dedicated page of the journal’s website. Further information on MDPI's Special Issue policies and Guest Editor responsibilities can be found here. For any inquiries related to a Special Issue, please contact the Editorial Office.

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Mathematical Modeling for Dynamics, Simulation and Control of Robotic and Industrial Systems submission deadline 31 Jul 2026 | 1 articles | Viewed by 1056 | Submission Open
Keywords: robotics; nonlinear dynamics; adaptive control; optimal control; distributed control; artificial intelligence; machine learning; design of physical systems; mechanical and electrical interactions of system components; mathematical modeling; dynamic behavior; system response analysis; numerical simulation; pattern recognition; computer vision
(This special issue belongs to the Section E2: Control Theory and Mechanics)
New Advances of Optimization and Data Envelopment Analysis
edited by Nuria Ramón
submission deadline 31 Jul 2026 | 2 articles | Viewed by 1012 | Submission Open
Keywords: data envelopment analysis; target setting; benchmarking; closest targets; improvement plans
(This special issue belongs to the Section D: Statistics and Operational Research)
Decision Analysis and Optimization in the Operations Research and Management Science
edited by
submission deadline 31 Jul 2026 | 1 articles | Viewed by 967 | Submission Open
Keywords: multi-criteria decision-making (MCDM); decision analysis; optimization methods; group decision-making; uncertainty in decision-making; fuzzy sets and fuzzy logic; heuristic methods
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Data Mining and Algorithms Applied in Image Processing submission deadline 31 Jul 2026 | 1 articles | Viewed by 960 | Submission Open
Keywords: low‑rank tensor modeling; cascade/learnable transforms; HSI/MSI fusion and super‑resolution; nonlocal/self‑similar priors; deep unfolding / plug‑and‑play; neural operators / Mamba‑style operators; diffusion models for imaging; MRI reconstruction (multi‑contrast / multi‑sequence); remote sensing change detection; semantic segmentation; optimization (ADMM; PnP)
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Model Theory and Algebraic Logic: Theory, Computation, and Applications
edited by
submission deadline 31 Jul 2026 | 1 articles | Viewed by 919 | Submission Open
Keywords: cylindric-like algebras; abstract algebraic logic; homogeneous structures; stability theory and its generalizations; higher order logics
(This special issue belongs to the Section A: Algebra and Logic)
Nonlinear Evolution Equations and Their Solutions submission deadline 31 Jul 2026 | Viewed by 780 | Submission Open
Keywords: nonlinear evolution equations; nonlinear dynamical systems; applied mathematics
(This special issue belongs to the Section C1: Difference and Differential Equations)
Mathematical Modelling of Epidemic Dynamics and Control
edited by Liang Zhang
submission deadline 31 Jul 2026 | 1 articles | Viewed by 779 | Submission Open
Keywords: epidemic modelling; infectious disease dynamics; optimal control
(This special issue belongs to the Section C2: Dynamical Systems)
Mathematical Methods and Artificial Intelligence in Information Recognition
edited by
submission deadline 31 Jul 2026 | Viewed by 684 | Submission Open
Keywords: mathematical methods; Artificial Intelligence (AI); deep learning; medical imaging; Computer-Aided Diagnosis (CAD); Large Language Models (LLMs); information recognition; optimization and statistical learning; explainable and trustworthy AI; applications beyond healthcare (finance; security; smart cities; IoT)
(This special issue belongs to the Section E: Applied Mathematics)
Machine Learning and Artificial Intelligence in Recommender Systems
edited by
submission deadline 31 Jul 2026 | Viewed by 681 | Submission Open
Keywords: contrastive learning in recommendation; reinforcement learning for recommendation; adversarial learning in recommender systems; cross-domain recommendation; explainable and fair AI in recommender systems; responsible and trustworthy recommendation      
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computational Methods and Models in Intelligent Control and Pattern Recognition
edited by and
submission deadline 31 Jul 2026 | 1 articles | Viewed by 635 | Submission Open
Keywords: intelligent control; computational intelligence; pattern recognition; reinforcement learning; robotic control; adaptive dynamic programming; machine learning; autonomous systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Graph Learning Methods in Data Science with Applications
edited by Marco Podda and Daniele Castellana
submission deadline 31 Jul 2026 | Viewed by 624 | Submission Open
Keywords: graph neural networks; graph representation learning; Bayesian methods for graphs; reservoir computing for graphs; kernels for graphs; learning on dynamic and temporal graphs; learning on multi-relational and heterogeneous graphs; continual learning on graphs; adversarial attacks on graphs; graph generation
(This special issue belongs to the Section E: Applied Mathematics)
Blockchain Finance: Stochastic Modeling, Market Microstructure, and Quantitative Risk Control
edited by Junhuan Zhang
submission deadline 31 Jul 2026 | Viewed by 598 | Submission Open
Keywords: blockchain finance; decentralized finance (DeFi); financial regulation; smart contracts; digital assets; tokenization; market microstructure; central bank digital currency (CBDC); agent-based modeling; blockchain governance; financial stability; cryptocurrency; stablecoins; decentralized autonomous organizations (DAOs)
(This special issue belongs to the Section E5: Financial Mathematics)
Digital Twin and Artificial Intelligence for Prognostics and Health Management
edited by and
submission deadline 31 Jul 2026 | Viewed by 594 | Submission Open
Keywords: digital twin; artificial intelligence (AI); prognostics and health management (PHM); predictive maintenance; fault detection and prognostics; smart factory; robotics; composite materials; mathematical optimization; data-driven modeling; statistical modeling; real-time monitoring; uncertainty quantification; scalable AI models; health monitoring systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Statistical Machine Learning and Bayesian Methods with Imaging Applications
edited by Dimah Dera
submission deadline 31 Jul 2026 | Viewed by 576 | Submission Open
Keywords: statistical machine learning; Bayesian inference; probabilistic models; generative models; uncertainty quantification; medical imaging; computer vision; remote sensing; deep learning; variational inference; Monte Carlo methods; sparse representations; latent variable models; Bayesian optimization; Gaussian processes; image segmentation; object detection; multimodal imaging; anomaly detection in imaging; Bayesian neural networks; super-resolution imaging; data augmentation for imaging; transfer learning in imaging; explainability in imaging models; adaptive algorithms for imaging
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computational Methods for Cryptography and Security submission deadline 31 Jul 2026 | 1 articles | Viewed by 537 | Submission Open
Keywords: cryptography; post-quantum cryptography; cryptanalysis; security; steganography
(This special issue belongs to the Section E: Applied Mathematics)
Dynamics, Control, and Applications of Nonlinear Systems
edited by
submission deadline 31 Jul 2026 | 1 articles | Viewed by 497 | Submission Open
Keywords: stability analysis; nonlinear systems; stochastic control; insurance risk analysis and control strategy; chaos control; chaos synchronization
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Chaos Theory and Dynamical Systems, 2nd Edition submission deadline 31 Jul 2026 | Viewed by 469 | Submission Open
Keywords: dynamical systems; nonlinear dynamics; nonlinear systems; chaotic systems; hamiltonian systems; dissipative systems; complex systems; chaotic indicators; bifurcation analysis; symbolic dynamics; control theory; networks; synchronisation phenomena; chimera states; statistical mechanics; Boltzmann– Gibbs entropy; tsallis entropy
(This special issue belongs to the Section C2: Dynamical Systems)
High-Dimensional Statistics: Challenges and Solutions in Big Data Analysis
edited by Senthil Balaji Girimurugan and
submission deadline 31 Jul 2026 | Viewed by 458 | Submission Open
Keywords: High Dimensional Statistics; Feature Extraction; Regularization; Sparse Recovery; Random Matrix Theory; Curse of Dimensionality; Principal Component Analysis; Concentration of Measure; Kernel PCA; Independent Component Analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Numerical Methods in Mathematical Biology
edited by
submission deadline 31 Jul 2026 | Viewed by 418 | Submission Open
Keywords: numerical methods; mathematical biology; partial differential equations
(This special issue belongs to the Section E3: Mathematical Biology)
New Advances in Control Theory and Applications
edited by Zetao Li, and Aiping Pang
submission deadline 31 Jul 2026 | Viewed by 397 | Submission Open
Keywords: control theory; system modelling and estimation; robust control; adaptive control; intelligent systems; nonlinear control; networked control
(This special issue belongs to the Section C2: Dynamical Systems)
Mathematics-Driven Computer Vision and Multi-Modal Learning
edited by
submission deadline 31 Jul 2026 | 1 articles | Viewed by 393 | Submission Open
Keywords: mathematics; computer vision; multi-modal learning; remote sensing; low-altitude scene analysis; mathematical modeling; data fusion; scene understanding; optimization theory; statistical learning
(This special issue belongs to the Section E: Applied Mathematics)
Data-Driven Artificial Intelligence, Optimization and Applications
edited by Yi Xu
submission deadline 31 Jul 2026 | Viewed by 339 | Submission Open
Keywords: data-driven artificial intelligence; generative artificial intelligence; explainable artificial intelligence; large language model; optimization; deep learning; statistical learning theory; continual learning; foundation model; machine vision
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Digital Twins and Hybrid Physical–Digital Systems submission deadline 31 Jul 2026 | Viewed by 338 | Submission Open
Keywords: digital twins; hybrid systems; data assimilation; physics-informed machine learning; multi-fidelity modelling; uncertainty quantification; model reduction; real-time optimisation; cyber– physical systems; inverse problems; state estimation; surrogate modelling; structure-preserving algorithms; multi-scale mathematics; system identification
(This special issue belongs to the Section E: Applied Mathematics)
Application of Genetic and Evolutionary Computation
edited by
submission deadline 31 Jul 2026 | Viewed by 332 | Submission Open
Keywords: evolutionary computation (EC); swarm intelligence (SI); artificial intelligence (AI); genetic programming (GP); cartesian GP; linear GP; grammatical evolution (GE); differential evolution (DE); gene expression programming; multi expression programming; bio-inspired optimization methods; applied optimization; evolvable systems of all types; automatic programming
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Data Analytics and Machine Learning for Information Systems: Mathematical Methods and Applications
edited by and Loknath Sai Ambati
submission deadline 31 Jul 2026 | Viewed by 323 | Submission Open
Keywords: data analytics; machine learning; predictive modeling; forecasting; big data analytics; business intelligence; knowledge discovery; data mining; natural language processing; deep learning; probabilistic models; bayesian methods; data-driven optimization; decision support systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Industrial IoT and Computing Based on Mathematical Methods
edited by and Chonho Lee
submission deadline 31 Jul 2026 | Viewed by 314 | Submission Open
Keywords: industrial internet of things (IIoT); mathematical optimization; machine learning and deep learning algorithms; edge computing; predictive analytics; network graph theory signal processing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Blockchain and Intelligent Computing: Privacy, Security, and Theoretical Methods
edited by
submission deadline 31 Jul 2026 | Viewed by 311 | Submission Open
Keywords: cryptography and privacy; blockchain; decentralized systems; intelligent computing; edge intelligence
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Artificial Intelligence: Models, Methods, and Applications with Mathematical Foundations
edited by , and
submission deadline 31 Jul 2026 | Viewed by 287 | Submission Open
Keywords: machine learning; applied mathematics; mathematical modeling; learning algorithms; optimization methods; statistical learning; probabilistic models; explainable artificial intelligence; computational intelligence; data-driven models; intelligent systems; algorithm analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modeling and Computation in Systems Biology
edited by
submission deadline 31 Jul 2026 | Viewed by 286 | Submission Open
Keywords: dynamical model; stability and bifurcation; circadian rhythm; cell cycle; parameter estimate; sensitivity analysis; drug design; gene regulatory network; photoperiodic control of flowering; biological pattern formation; sucrose transportation; abiotic stress; plant disease; oscillation-preserving algorithm; signaling pathway
(This special issue belongs to the Section E3: Mathematical Biology)
Mathematical Modeling in Epidemiology and Ecology submission deadline 31 Jul 2026 | Viewed by 263 | Submission Open
Keywords: mathematical modeling; epidemiology; ecology; disease dynamics; population dynamics; stochastic models; computational biology; agent-based models; disease invasion; epidemic models; evolutionary game theory; mathematical epidemiology; population dynamics; spatial games; time series; biological signal analysis; regression models; systems biology; predictive modeling; bioinformatics
(This special issue belongs to the Section E3: Mathematical Biology)
Modelling, Analysis, and Applications for Biomathematics
edited by
submission deadline 31 Jul 2026 | Viewed by 244 | Submission Open
Keywords: dynamical systems; differential equation models in ecology and epidemiology stochastic processes; statistical analysis; probabilistic methods in genetics and evolution; computational and algorithmic approaches in bioinformatics and systems biology; biomathematics
(This special issue belongs to the Section E3: Mathematical Biology)
Advances in Complex Networks: Theory and Application
edited by
submission deadline 31 Jul 2026 | Viewed by 243 | Submission Open
Keywords: networked systems; multi-agent systems; stochastic; uncertain; uncertainty; control; stability; stabilization; synchronization; consensus
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Modeling of Industrial Prognosis and Health Management
edited by
submission deadline 31 Jul 2026 | Viewed by 241 | Submission Open
Keywords: condition monitoring and fault diagnosis; prognostics and health management; remaining useful life (RUL) estimation; intelligent maintenance decision; stochastic process modeling; physics-informed neural network; time series foundation model; reinforcement learning; transfer learning and domain generalization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Machine Learning and High-Performance Computing: Theory and Applications
edited by
submission deadline 31 Jul 2026 | Viewed by 236 | Submission Open
Keywords: machine learning (ML); high-performance computing (HPC); GPU acceleration; scalable algorithms; parallel computing; energy-efficient computing; scientific applications
(This special issue belongs to the Section E: Applied Mathematics)
Geometric Singular Perturbation and Applications
edited by
submission deadline 31 Jul 2026 | Viewed by 233 | Submission Open
Keywords: geometric singular perturbation theory; fast– slow system; invariant manifold theorem; Fenichel’ s theorems; bifurcation theory; exchange lemma
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Control of Complex Dynamical Systems with Applications, 2nd Edition
edited by Belem Saldivar and
submission deadline 31 Jul 2026 | Viewed by 224 | Submission Open
Keywords: control theory; complex dynamical systems; stability and stabilization; practical applications
(This special issue belongs to the Section C2: Dynamical Systems)
Applied Algebraic Methods in Cryptography
edited by Janusz Szmidt
submission deadline 31 Jul 2026 | Viewed by 224 | Submission Open
Keywords: public key cryptography; cryptoanalysis of block and stream ciphers; fully homomorphic encryption
Recent Advances in Mathematical Optimization for Engineering Applications submission deadline 31 Jul 2026 | Viewed by 218 | Submission Open
Keywords: optimization in science and engineering; analysis and control of nonlinear systems; PDE-constrained optimization; inverse problems
(This special issue belongs to the Section E: Applied Mathematics)
Statistics Research: Data Depth Analysis and Circular Data
edited by Sungsu Kim
submission deadline 31 Jul 2026 | Viewed by 205 | Submission Open
Keywords: circular statistics; data depth; multivariate analysis; directional data; robust methods; generative models; multimodal learning; spatial intelligence; statistical learning
(This special issue belongs to the Section D1: Probability and Statistics)
Modeling, Pricing, and Risk Management of Specialty Line Insurance
edited by Petar Jevtic and David Grimsman
submission deadline 31 Jul 2026 | Viewed by 203 | Submission Open
Keywords: modeling and pricing of complex and emerging risks; examples are cyber; marine; energy; political risk modeling; climate; energy; and environmental liability insurance; systemic and catastrophe risk assessment; reinsurance structures and solvency implications; extreme-event modeling
(This special issue belongs to the Section E5: Financial Mathematics)
Stochastic and Data-Driven Methodologies for Next-Generation Transportation Systems: Modeling, Optimization, and Operations
edited by Tanveer Hossain Bhuiyan and Wenquan Dong
submission deadline 31 Jul 2026 | Viewed by 201 | Submission Open
Keywords: dynamic operations; sustainable transportation; autonomous vehicles; multimodal transportation; stochastic models; AI-based prediction and decision-making models
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical and Computational Models in Nonlinear Dynamics
edited by Zhifang Liu and Shiqiang Li
submission deadline 31 Jul 2026 | Viewed by 196 | Submission Open
Keywords: nonlinear dynamics; mathematical model; computational model; chaos and bifurcation; attractor; nonlinear equations; dynamical systems; phase space; stability analysis; numerical simulation; fractal structure; time series analysis; self-organized criticality; nonlinear vibration; complex systems; homoclinic bifurcation; Lyapunov exponent; iterated maps; computational dynamics; dynamic behavior; multiscale analysis
(This special issue belongs to the Section C: Mathematical Analysis)
Optimization, Control and Modeling in Robotics and Vehicle Dynamics submission deadline 31 Jul 2026 | Viewed by 153 | Submission Open
Keywords: mathematical modeling; robotics; autonomous vehicles; optimal control; adaptive control; robust control; feedback control; predictive control; intelligent control; multi-agent control
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Modeling and Data Analysis of Complex Networks
edited by Hongbin Pei
submission deadline 10 Aug 2026 | 4 articles | Viewed by 6807 | Submission Open
Keywords: complex networks; graph machine learning; graph neural networks; graph representation learning; graph mining; geometric deep learning; social networks; network science; network structure; network dynamics; graph-structured data; deep learning; machine learning; graph data mining; data-driven complex system modeling
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Trends in Computational Approaches for Database and Big Data Security
edited by Juggapong Natwichai
submission deadline 10 Aug 2026 | Viewed by 410 | Submission Open
Keywords: data privacy; data security; database systems; big data; compliance
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Approaches to Distributed Quantum Computing
edited by Vasilios N. Stavrou
submission deadline 10 Aug 2026 | Viewed by 200 | Submission Open
Keywords: quantum structures; entanglement; matrix theory; superposition; qubits; algorithms (Shor; Deutsch– Jozsa; Grover; Simon); computational complexity theory; optimization and integer programming; quantum circuits
(This special issue belongs to the Section E4: Mathematical Physics)
Mathematical Programming, Optimization and Operations Research, 2nd Edition
edited by Shiv Raj Singh, and
submission deadline 15 Aug 2026 | 4 articles | Viewed by 1753 | Submission Open
Keywords: mathematical programming; optimization methods and algorithms; operations research; scheduling and planning; resource optimization; game theory; supply chain management; stochastic process; decision theory and applications; multi-objective problems; evolutionary computation; computational intelligence
(This special issue belongs to the Section D: Statistics and Operational Research)
Applications of Intelligent Game and Reinforcement Learning
edited by
submission deadline 16 Aug 2026 | 4 articles | Viewed by 3610 | Submission Open
Keywords: intelligent game theory; multi-agent reinforcement learning; decision-making systems; human– AI collaboration; large language models; behavioral simulation; Nash equilibrium; deep reinforcement learning; multi-agent systems; human– computer interaction
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Advances in Network Security, Data Privacy, and Applied Cryptography
edited by Zhaoshun Wang, and
submission deadline 18 Aug 2026 | 1 articles | Viewed by 1058 | Submission Open
Keywords: network security; data privacy; applied cryptography; threat detection; security protocol design; blockchain applications; privacy enhancement techniques; fault diagnosis; artificial intelligence
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Advances in Distributed Systems, Edge Intelligence, and Artificial Intelligence
edited by Xiaoming Yuan, and Yulan Gao
submission deadline 20 Aug 2026 | 6 articles | Viewed by 31507 | Submission Open
Keywords: distributed computing frameworks; distributed systems; system optimization; control optimization; mathematical optimization methods; edge intelligence; graph theory; distributed storage; computational methods; quality of service (QoS) optimization; Internet of Things (IoT); deep learning; federated learning; security and privacy protection; generated artificial intelligence; prediction models; digital twin technologies; distributed multiple resource management
(This special issue belongs to the Section E1: Mathematics and Computer Science)
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