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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 Optimization Methods in Image Processing
edited by
submission deadline 30 Jun 2026 | Viewed by 121 | Submission Open
Keywords: image processing; convex and non-convex optimization; stochastic optimization; computational efficiency; heuristic algorithms; convergence analysis; non-smooth optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Analysis, Optimization, and Control in Partial Differential Equations
edited by
submission deadline 30 Jun 2026 | Viewed by 119 | Submission Open
Keywords: boundary-value problems; control theory and computation; control of partial differential equations; output regulation theory for infinite-dimensional systems; mathematical theory of artificial intelligence
(This special issue belongs to the Section C1: Difference and Differential Equations)
Optimization-Aware Explainable Machine Learning: Algorithms, Metrics and Applications
edited by
submission deadline 30 Jun 2026 | Viewed by 116 | Submission Open
Keywords: optimization-aware machine learning; explainable artificial intelligence; model interpretability; explanation stability; multi-objective optimization; model selection strategies; trustworthy artificial intelligence; interpretability metrics; stakeholder-aligned explanations; decision support systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Bio-Inspired Optimization and Computational Intelligence in Complex Systems submission deadline 30 Jun 2026 | Viewed by 116 | Submission Open
Keywords: bio-inspired computing; swarm intelligence; intelligent computing; intelligent embedded systems; fuzzy logic control; evolutionary algorithms; nature-inspired optimization; complex systems; hybrid intelligent systems; computational intelligence; machine learning for optimization; adaptive systems; soft computing; metaheuristic algorithms; real-time intelligent systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Multi-View Clustering: Theory, Algorithms, and Applications
edited by
submission deadline 30 Jun 2026 | Viewed by 113 | Submission Open
Keywords: multi-view clustering; multi-modal learning; deep embedding; transformer; adversarial learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
From Theory to Impact: Applications of Fuzzy Sets and Metaheuristic Algorithms submission deadline 30 Jun 2026 | Viewed by 103 | Submission Open
Keywords: fuzzy sets; intuitionistic fuzzy sets; metaheuristic algorithms; hybrid algorithms; modelling; optimization; control; data mining; uncertainty management; forecasting
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Application of Computer Vision and Image Processing with Machine Learning and Mathematical Methods
edited by
submission deadline 30 Jun 2026 | Viewed by 99 | Submission Open
Keywords: computer vision; image processing; machine learning; deep learning; mathematical modeling; pattern recognition
(This special issue belongs to the Section E: Applied Mathematics)
Operations Research, Logistics, and Supply Chain Analysis
edited by and
submission deadline 30 Jun 2026 | Viewed by 99 | Submission Open
Keywords: demand forecasting; production planning; supply chain optimization; operations management; inventory control; distribution network design; decision making; game theory; stochastic optimization; robust optimization; data-driven approach; machine learning; optimization algorithm; application research
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Recent Advances in Time Series Analysis, 2nd Edition
edited by Alejandro Ramírez-Rojas and José Rubén Luevano Enríquez
submission deadline 30 Jun 2026 | Viewed by 95 | Submission Open
Keywords: complex time series; fractality/multifractality; visibility graph; natural time domain; non-extensivity; forcasting; newcasting; complexity measures; dynamical systems; chaos; point processes; Allan factor
(This special issue belongs to the Section D1: Probability and Statistics)
Recent and Innovative Advances in the Modeling, Control, and Estimation of Time-Delay Systems in Sciences and Engineering submission deadline 30 Jun 2026 | Viewed by 94 | Submission Open
Keywords: dynamical systems; time-delay systems; delayed controllers; industrial applications; stability and stabilization of systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Quantitative Methods in Digital Finance submission deadline 30 Jun 2026 | Viewed by 92 | Submission Open
Keywords: digital finance; fintech; quantitative methods; cryptocurrency modeling; blockchain technology; decentralized finance; machine learning; automated market makers; portfolio optimization
(This special issue belongs to the Section E5: Financial Mathematics)
Towards Reliable and High-Performance Monitoring and Control of Embodied Autonomous Systems
edited by Yi Lyu, Xuexi Zhang and
submission deadline 30 Jun 2026 | Viewed by 77 | Submission Open
Keywords: supervisory control; communication delays and losses; Petri net; knowledge graph construction; reinforcement learning; feedback control; monitoring technique; large language models (LLMs); domain knowledge; guided generation; data quality; fault diagnosis; remaining useful life prediction; cyber– physical systems monitoring; high-performance control; embodied autonomous systems; reliable monitoring and control; event-triggered scheme; synchronization control; multi-objective routing planning problem; deep reinforcement learning
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Numerical Methods and Applications in Fluid Mechanics submission deadline 30 Jun 2026 | Viewed by 69 | Submission Open
Keywords: computational fluid dynamics (CFD); turbulence modeling; multiphase flow; numerical schemes; alternative numerical methods for fluid flow modelling; adaptive mesh refinement; high-performance computing; numerical stability and accuracy
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Plasma Physics
edited by Nikos Kallinikos
submission deadline 1 Jul 2026 | 1 articles | Viewed by 1053 | Submission Open
Keywords: magnetic confinement; neoclassical transport; magnetic islands; flux surfaces; guiding center; energetic particles; Hamiltonian methods; MHD equilibria; Grad– Shafranov equation; plasma waves; variational techniques; magnetic reconnection; divertors; magnetic coils; stellarators
(This special issue belongs to the Section E4: Mathematical Physics)
Mathematical Foundations and New Advances in Deep Learning Applications
edited by and Geon Woo Lee
submission deadline 1 Jul 2026 | Viewed by 767 | Submission Open
Keywords: mathematical methods in deep learning for speech processing; algorithms for computer vision applications; machine vision and optimization for industrial automation; advances in natural language processing: models and algorithms; deep learning and mathematical modeling in IoT systems; real-time audio and video analysis through neural network algorithms; optimization in edge computing and intelligent IoT devices; mathematical techniques for sensor data analysis in smart environments; cross-disciplinary deep learning applications in healthcare; finance; and security; novel neural network architectures for multi-modal data processing; adaptive systems and machine learning: theoretical foundations; semantic analysis; knowledge representation; and algorithmic approaches; deep learning for smart cities and surveillance systems: algorithmic innovations; usability and user interaction optimization in AI-driven interfaces; evaluation frameworks and methodologies for deep learning-based systems; emerging trends in AI-driven automation: mathematical and algorithmic perspectives
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Safe, Trustworthy and Ethical Artificial Intelligence: Theory and Applications
edited by Chi Liu and Sheng Shen
submission deadline 1 Jul 2026 | Viewed by 217 | Submission Open
Keywords: artificial intelligence (AI); trustworthiness; ethics; safety; transparency; bias; accountability; privacy; governance; sustainability
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Harmonic Analysis and Modern Methods in Partial Differential Equations
edited by
submission deadline 1 Jul 2026 | Viewed by 93 | Submission Open
Keywords: integral transforms; pseudo-spectral methods; evolution equations; nonlinear systems; solitons
(This special issue belongs to the Section C: Mathematical Analysis)
Mathematical Methods and Statistics for Economics, Actuarial Science and Finance
edited by
submission deadline 10 Jul 2026 | 3 articles | Viewed by 4300 | Submission Open
Keywords: econometrics; financial mathematics; actuarial modeling; mathematical economics; quantitative finance; statistical analysis and modeling; time series analysis; optimization techniques; machine learning in finance; big data analytics for economic and financial applications
(This special issue belongs to the Section E: Applied Mathematics)
Next-Generation Quantum Security: Algorithms, Cryptography, and Computational Breakthroughs
edited by and
submission deadline 10 Jul 2026 | 1 articles | Viewed by 1066 | Submission Open
Keywords: post-quantum cryptography; cryptographic implementation; protocol security; security architectures; date security; homomorphic encryption; machine learning and ai security; privacy technologies and mechanisms; embedded systems security; side-channel analysis; attacks and defense; hardware security; intrusion detection and prevention        
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical and Artificial Intelligence Applications in Network Information Security and Network Traffic Processing
edited by and Guangjie Liu
submission deadline 10 Jul 2026 | 1 articles | Viewed by 1061 | Submission Open
Keywords: mathematical modeling; network security; encrypted traffic analysis; AI/ML applications; anomaly detection; cybersecurity analytics; network traffic optimization; IoT security; deep learning; machine learning; cryptography; network performance analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Dynamic Flow Models, 2nd Edition submission deadline 10 Jul 2026 | 1 articles | Viewed by 1029 | Submission Open
Keywords: mathematical models; newtonian fluids and non-newtonian fluids; unsteady and steady flows; dynamic flow applications; geodynamic models; numerical simulations
(This special issue belongs to the Section C2: Dynamical Systems)
Advance in Algebraic Structures and Representation Theories
edited by
submission deadline 10 Jul 2026 | 1 articles | Viewed by 390 | Submission Open
Keywords: representations; cohomology; algebraic groups; finite groups of Lie types; Lie algebras; and quantum groups
(This special issue belongs to the Section A: Algebra and Logic)
Statistical and Stochastic Models in Epidemiology
edited by Babak Jamshidi
submission deadline 10 Jul 2026 | Viewed by 113 | Submission Open
Keywords: infectious disease dynamics; stochastic modelling; epidemiological models; bayesian inference; predictive machine learning methods
(This special issue belongs to the Section D1: Probability and Statistics)
Advancements in Privacy-Preserving Collaborative Learning for Graphs
edited by Zhenzhen Xie
submission deadline 10 Jul 2026 | Viewed by 107 | Submission Open
Keywords: collaborative learning; graph learning; privacy
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Interdisciplinary Modeling of Socio-Economic Behavior: From Theory to Applications
edited by and Eleonora Muzzupappa
submission deadline 10 Jul 2026 | Viewed by 98 | Submission Open
Keywords: economic growth; financial modelling; population dynamics; game theory; evolutionary and mean-field games; statistical dynamics; kinetic theory
(This special issue belongs to the Section E5: Financial Mathematics)
Nonlinear Wave Dynamics: Theories and Applications
edited by Lei Liu
submission deadline 15 Jul 2026 | Viewed by 108 | Submission Open
Keywords: nonlinear wave; soliton; rogue wave; Riemann– Hilbert problem; numerical computation
(This special issue belongs to the Section C2: Dynamical Systems)
Machine Learning with Applications to Image Process and Computer Vision
edited by Chenyang Wang
submission deadline 15 Jul 2026 | Viewed by 106 | Submission Open
Keywords: deep learning; machine learning; computer vision; image processing; optimization theory; evolutionary computation; probabilistic models; generative models
(This special issue belongs to the Section E: Applied Mathematics)
Geometry Meets PDE: Analysis and Applications
edited by
submission deadline 15 Jul 2026 | Viewed by 98 | Submission Open
Keywords: geometric analysis; geometric flows; curvature equations; conformal geometry; riemannian geometry; complex geometry; elliptic PDEs; general relativity; geometric topology
(This special issue belongs to the Section B: Geometry and Topology)
Advances in Mathematical Modeling for Insurance and Risk Management
edited by
submission deadline 15 Jul 2026 | Viewed by 63 | Submission Open
Keywords: actuarial science; capital allocation; insurance economics; peer-to-peer networks; reinsurance; risk measures; risk sharing
(This special issue belongs to the Section E5: Financial Mathematics)
New Advances in Network and Edge Computing
edited by Miaojiang Chen, and Wenjing Xiao
submission deadline 17 Jul 2026 | 5 articles | Viewed by 6230 | Submission Open
Keywords: edge computing; deep learning; 5G; next-generation communication networks; applied ML/DL
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Artificial Intelligence and Game Theory
edited by and
submission deadline 20 Jul 2026 | 10 articles | Viewed by 14655 | Submission Open
Keywords: game theory; artificial intelligence; power system; sustainable and renewable energy; engineering optimization decision
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Privacy-Preserving Techniques in AI, Blockchain and Cloud Systems with Formal Mathematical Analysis, 2nd Edition
edited by Jialing He, Zhi Fang and Chunhai Li
submission deadline 20 Jul 2026 | 2 articles | Viewed by 8623 | Submission Open
Keywords: privacy-preserving techniques; secure smart contracts in blockchain; AI-driven threat detection; identity management on decentralized platforms; federated learning; privacy-aware data sharing; trust and reputation management; privacy-enhancing cryptography; scalability optimization; cloud; provable security; symbolic analysis
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Modeling and Design of Vibration and Wave Systems submission deadline 20 Jul 2026 | 4 articles | Viewed by 6991 | Submission Open
Keywords: nonlinear dynamics; multi-scale interactions; multi-physics systems; metastructures; phononic crystals; data-driven modeling; advanced analytical modeling; advanced numerical modeling; design optimization; physics-informed AI; AI-driven inverse design
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Intelligent Data Mining and Decision Making for Prognostics and Health Management
edited by
submission deadline 20 Jul 2026 | 2 articles | Viewed by 3516 | Submission Open
Keywords: data mining; decision making; uncertainty measurement; information fusion; feature extraction; fault knowledge mining; sensor layout optimization; fault-tolerant control; fault reconstruction; fault detection; fault diagnosis; remaining useful life prediction; health status assessment; optimized maintenance; medical data analysis; big data; large language model
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Fusion of Evolutionary Computation and Multidisciplinary Innovations for Emerging Optimization Challenges
edited by and Jun Yu
submission deadline 20 Jul 2026 | 3 articles | Viewed by 1846 | Submission Open
Keywords: meta-/hyper-heuristics optimization; AI-driven optimization; optimization theory analysis; mathematical optimization algorithms; evolutionary computation; interdisciplinary applications      
(This special issue belongs to the Section E: Applied Mathematics)
Nonlinear Dynamics and Control of Vibrations
edited by , Peihua Feng and Zhiyong Zhang
submission deadline 20 Jul 2026 | Viewed by 484 | Submission Open
Keywords: nonlinear dynamics; vibration control; chaos and bifurcations; rotordynamics; active and passive control; structural dynamics; mechanical vibrations; flow-induced vibrations; stability analysis; intelligent control algorithms
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Optimization Problems: Methods and Applications
edited by
submission deadline 20 Jul 2026 | Viewed by 292 | Submission Open
Keywords: continuous optimization; combinatorial optimization; stochastic optimization; robust optimization; sparse optimization; manifold optimization; evolutionary optimization; distributed optimization; nonsmooth optimization; machine learning; data science; artificial intelligence; neural networks
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Computational Physics and Mathematical Physics submission deadline 20 Jul 2026 | Viewed by 184 | Submission Open
Keywords: fluid dynamics; wave phenomena; mathematical methods; numerical methods; electromagnetism; atmospheric pressure plasma; mathematical cosmology; AI        
(This special issue belongs to the Section E4: Mathematical Physics)
Analysis of Functional Logic Programming and Its Applications
edited by
submission deadline 20 Jul 2026 | Viewed by 135 | Submission Open
Keywords: declarative programming; pure functions; first-class functions; unification; resolution
(This special issue belongs to the Section E1: Mathematics and Computer Science)
On Stability, Bifurcation, and Chaos in Dynamical Systems: Theory and Applications
edited by Zeraoulia Elhadj
submission deadline 20 Jul 2026 | Viewed by 130 | Submission Open
Keywords: dynamical systems; stability analysis; control theory; chaos; discrete mappings; bifurcations
(This special issue belongs to the Section C2: Dynamical Systems)
Mathematical Methods for Deep Neural Network Optimization submission deadline 20 Jul 2026 | Viewed by 129 | Submission Open
Keywords: deep neural networks (DNNs); optimization methods; gradient descent and variants; convex and non-convex optimization; stochastic optimization; variational methods; approximation theory; regularization techniques; generalization and stability; convergence analysis; numerical linear algebra in DNNs; sparse and low-rank methods; differential equations and dynamical systems; Bayesian optimization; mathematical foundations of machine learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Constraint Utilization in Data and Signal Processing
edited by
submission deadline 20 Jul 2026 | Viewed by 119 | Submission Open
Keywords: dynamic modeling; geometrical analysis; optimization; estimation; numerical analysis; fitting; equality/inequality constraint
(This special issue belongs to the Section E: Applied Mathematics)
Medical Statistics and Data Analytics
edited by Fotios Siannis and
submission deadline 20 Jul 2026 | Viewed by 99 | Submission Open
Keywords: medical statistics; meta-analysis; survival analysis; statistical modeling; time-to-event data; survival data; hazard functions; individual participant data (IPD); aggregate data; evidence synthesis; heterogeneity; network meta-analysis; proportional hazards models; biomedical data analytics; evidence-based medicine
(This special issue belongs to the Section D1: Probability and Statistics)
Research on Wavelet Analysis and Applications
edited by Shuli Mei
submission deadline 21 Jul 2026 | Viewed by 214 | Submission Open
Keywords: wavelet theory; deep learning; wavelet networks; signal processing; image analysis; machine learning; multiscale analysis; computational methods; time– frequency analysis; wavelet transform
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Combinatorics, Tropical Geometry and Geometry of Matroids
edited by and Manchun Leung
submission deadline 22 Jul 2026 | Viewed by 161 | Submission Open
Keywords: combinatorics; tropical geometry; geometry of matroids; polyhedral geometry; computational geometry; algorithmic algebraic geometry; Chern– Schwartz– MacPherson classes; toric geometry; Schubert geometry; representation theory; combinatorics of polytopes and fans; coxeter/cluster structures
(This special issue belongs to the Section B: Geometry and Topology)
Image Processing and Machine Learning with Applications
edited by Qingsen Yan, and Xu Jia
submission deadline 30 Jul 2026 | 7 articles | Viewed by 11953 | Submission Open
Keywords: machine learning algorithm; computer vision; image processing; artificial intelligence
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Machine Learning Techniques for Big Data Challenges
edited by Gang Wang, Jing Liu and Jingling Ma
submission deadline 30 Jul 2026 | 1 articles | Viewed by 2884 | Submission Open
Keywords: generative artificial intelligence (GAI); large language models (LLMs); graph neural networks; reinforcement learning; federated learning; self-supervised learning; transfer learning; ensemble learning; machine learning; big data
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Industrial Improvement with AI in Applied Mathematics
edited by
submission deadline 30 Jul 2026 | Viewed by 423 | Submission Open
Keywords: Intelligent industry; Mathematical analysis; AI; cognitive hallucination; knowledge deficiency
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applications of Artificial Intelligence in Biomedical Image Processing submission deadline 31 Jul 2026 | 6 articles | Viewed by 18103 | 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)
Advances in Machine Learning Applied to Financial Economics
edited by Saejoon Kim
submission deadline 31 Jul 2026 | 3 articles | Viewed by 12458 | Submission Open
Keywords: machine learning; deep learning; generative artificial intelligence; representation learning; asset pricing models and asset price dynamics; arbitrage pricing; option pricing; equilibrium-based pricing; high-frequency trading; optimal asset allocation and portfolios; factor models; latent factors; time series prediction; risk management; value at risk; volatility estimation; cross section of returns
(This special issue belongs to the Section E5: Financial Mathematics)
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