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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 Modelling, Simulation, and Optimal Control in Epidemiology
edited by Kaiming Bi
submission deadline 31 May 2026 | Viewed by 339 | Submission Open
Keywords: evolutionary biology; complex systems biology; mathematical biophysics; infectious disease modeling; epidemic optimal control; simulation-based optimization
(This special issue belongs to the Section E3: Mathematical Biology)
Statistics and Data Sciences
edited by and Jinze Yu
submission deadline 31 May 2026 | Viewed by 338 | Submission Open
Keywords: large vision models; multimodal image processing; 3D computer vision
(This special issue belongs to the Section D1: Probability and Statistics)
Theory and Applications of Differential Equations and Dynamical Systems
edited by Bingwen Liu
submission deadline 31 May 2026 | Viewed by 333 | Submission Open
Keywords: differential equations; dynamical systems theory; ordinary differential equations; functional differential equations; reaction– diffusion equations; stochastic differential equations; fractional differential equations
(This special issue belongs to the Section C1: Difference and Differential Equations)
Recent Advances in Portfolio Optimization and Investment Decision-Making
edited by
submission deadline 31 May 2026 | Viewed by 330 | Submission Open
Keywords: portfolio selection; investment decision-making; artificial intelligence; fuzzy optimization; uncertainty theory; return prediction; ESG investment
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advances in Neural Networks and Their Applications
edited by
submission deadline 31 May 2026 | Viewed by 308 | Submission Open
Keywords: multimodal learning; explainable AI; mathematical modeling; robustness and generalization; large language models (LLMs); deep learning architectures; reinforcement learning; transfer learning
(This special issue belongs to the Section E: Applied Mathematics)
Statistical Techniques for Data Collection in the Era of Data Enrichment
edited by
submission deadline 31 May 2026 | 1 articles | Viewed by 275 | Submission Open
Keywords: sampling theory; design of experiments; subsampling and subdata selection; design-based causal inference; statistical inference accounting for data collection; case studies of special designs or survey problems
(This special issue belongs to the Section D1: Probability and Statistics)
Time Series and Forecasting with Applications in Economics, Finance and Beyond
edited by Pablo Pincheira
submission deadline 31 May 2026 | Viewed by 262 | Submission Open
Keywords: artificial intelligence; bayesian forecasting; climate forecasting; commodity prices; connectedness measures; copula methods; deep learning; efficiency adjustments; energy markets; electricity load forecasting; exchange rates; financial forecasting; forecast combinations; forecast evaluation; forecast metrics; forecast uncertainty; GARCH; high-dimensional forecasting; in-sample vs. out-of-sample; machine learning; macroeconomics; neural networks; renewable energy forecasting; simple versus complex forecasting models; state-space models; stock markets; volatility; weather forecasts
(This special issue belongs to the Section E5: Financial Mathematics)
Numerical Methods in Fluid Dynamics submission deadline 31 May 2026 | Viewed by 216 | Submission Open
Keywords: numerical methods; fluid dynamics; high-performance computing; machine learning; deep learning; artificial neural networks; design optimization
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Effective Field Theories for Condensed Matter and Statistical Systems submission deadline 31 May 2026 | Viewed by 196 | Submission Open
Keywords: effective field theories; conformal field theories; bosonization; quantum hall effect; statistical mechanics models; quantum hydrodynamics; calogero– sutherland models
(This special issue belongs to the Section E4: Mathematical Physics)
Advances in Control Systems and Automatic Control, 2nd Edition
edited by , and Rob Turnbull
submission deadline 31 May 2026 | Viewed by 158 | Submission Open
Keywords: proportional– derivative (PD); proportional– integral– derivative (PID); fuzzy logic; neural network; artificial intelligence; automation; control engineering; automatic fault detection
(This special issue belongs to the Section E: Applied Mathematics)
Information Security and Cloud Computing
edited by
submission deadline 31 May 2026 | Viewed by 156 | Submission Open
Keywords: information security; cloud computing; cybersecurity; data privacy; cryptography; access control; secure multi-tenancy; blockchain; virtualization security; intrusion detection; compliance
Advanced Theoretical and Numerical Methods for Fractional Differential and Difference Equations
edited by
submission deadline 31 May 2026 | Viewed by 149 | Submission Open
Keywords: fractional; stability; numerical solutions; dynamical systems
(This special issue belongs to the Section C1: Difference and Differential Equations)
Network Security in Artificial Intelligence Systems, 2nd Edition
edited by , Shoko Wakamiya, and
submission deadline 31 May 2026 | Viewed by 145 | Submission Open
Keywords: intrusion detection systems; decentralized AI systems; access control; cybersecurity; encryption; AI network security; machine learning; application of information security
(This special issue belongs to the Section E: Applied Mathematics)
Applied Machine Learning and Soft Computing
edited by
submission deadline 31 May 2026 | Viewed by 142 | Submission Open
Keywords: machine learning; predictive models and analytics; prescriptive analytics; deep learning; deep reinforcement learning; hybrid models; ensemble models; soft computing; machine learning for big data; business intelligence; intelligent optimization; data-driven models; feature selection; preprocessing methods              
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Image Processing and Computer Vision
edited by and Henghui Ding
submission deadline 31 May 2026 | Viewed by 129 | Submission Open
Keywords: computer vision; image processing; low-level vision; high-level vision; representation learning; multimodal large language models (MLLMs); 3D vision; lightweight deep learning
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Models and Data-Driven Algorithms for Solving Economic Problems submission deadline 31 May 2026 | Viewed by 129 | Submission Open
Keywords: algorithmic economics; hybrid modelling approaches; data-centric modelling; explainable AI in economics; adaptive market dynamics; sustainable decision algorithms; prescriptive analytics; real-time economic analytics
(This special issue belongs to the Section E5: Financial Mathematics)
Advances in Finite Element Modeling and Mathematical Optimization for Engineering
edited by
submission deadline 31 May 2026 | Viewed by 123 | Submission Open
Keywords: finite element modeling; mathematical optimization; multiscale mechanics; nonlinear analysis; surrogate modeling; digital twins; inverse problems; fracture and fatigue; topology optimization; structural reliability; damage mechanics        
(This special issue belongs to the Section E: Applied Mathematics)
Trends in Nonlinear Dynamic System Modeling
edited by
submission deadline 31 May 2026 | Viewed by 122 | Submission Open
Keywords: nonlinear dynamic systems; data-driven modeling; MIMO systems; system identification; machine learning for control; black-box modeling; gray-box modeling; neural network-based modeling; physics-informed learning; sparse system discovery; koopman operator theory; dynamic system learning; recurrent neural networks (RNNs); model predictive control (MPC); state-space modeling; time-series prediction; adaptive modeling; hybrid modeling approaches; control-oriented modeling; deep learning for systems
(This special issue belongs to the Section C2: Dynamical Systems)
Mathematical Foundations and Deep Learning Advances in Computer Vision and Image Analysis
edited by
submission deadline 31 May 2026 | Viewed by 117 | Submission Open
Keywords: convolutional neural network; manifold learning; geometric deep learning and explainable AI; information theory; optimization strategy; pattern recognition; object detection; image fusion                
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Recent Advances in Deep Learning Algorithms for Computer Vision and Image Analysis
edited by
submission deadline 31 May 2026 | Viewed by 114 | Submission Open
Keywords: deep neural networks; convolutional architectures; transformer-based vision models; object detection and tracking; image segmentation; image enhancement; 3D reconstruction; multimodal data fusion; explainable AI in vision systems; vision in virtual simulations and digital twins    
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Algorithmic Design for Control of Robotic Systems submission deadline 31 May 2026 | Viewed by 110 | Submission Open
Keywords: computational intelligence; robotic control systems; fuzzy logic and neural networks; digital twin; machine learning in robotics; hardware-in-the-loop (HIL); adaptive and intelligent control; path planning and navigation; autonomous systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Applications of Artificial Intelligence and Natural Language Processing
edited by
submission deadline 31 May 2026 | Viewed by 108 | Submission Open
Keywords: artificial intelligence; machine learning; deep learning; neural networks; natural language processing; health informatics; AI for social good; data for good
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Optimization and Modeling in Spatio-Temporal Data Mining Using Graph Neural Networks
edited by Guangyin Jin and
submission deadline 31 May 2026 | Viewed by 102 | Submission Open
Keywords: spatio-temporal data mining; graph neural networks; dynamic graph modeling; spatio-temporal graph; geographic information systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied and Computational Mathematics in Aerospace Engineering
edited by
submission deadline 31 May 2026 | Viewed by 101 | Submission Open
Keywords: prognostics and health management; digital twin; condition monitoring; fault diagnosis; mission and maintenance optimization
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical and Computing Sciences for Artificial Intelligence, 2nd Edition
edited by Chong-Zhi Gao
submission deadline 31 May 2026 | Viewed by 93 | Submission Open
Keywords: optimization algorithms and machine learning; probabilistic modeling and Bayesian inference in AI; reinforcement learning and control theory; adversarial attacks and defense in AI; game theory and AI decision; mathematical approaches to explainable AI; graph theory and network analysis for AI systems; natural language processing and computational linguistics; mathematical modeling for computer vision; the applications of AI in the field of medical sciences
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Game Theory in Economics and Operations Research
edited by
submission deadline 31 May 2026 | Viewed by 92 | Submission Open
Keywords: operations research; game theory; mathematical modeling
(This special issue belongs to the Section E5: Financial Mathematics)
New Challenges in Statistical Analysis and Multivariate Data Analysis
edited by Sungsu Kim and
submission deadline 31 May 2026 | Viewed by 88 | Submission Open
Keywords: multivariate data; machine learning; high-dimensional data
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Foundations and Optimization Techniques for Large Language Models
edited by Hao Chen and
submission deadline 31 May 2026 | Viewed by 88 | Submission Open
Keywords: large language models (LLMs); mathematical foundations of LLMs; optimization techniques for LLMs; multimodal LLMs; LLMs for recommendation systems; embodied AI and LLMs; LLM security and robustness
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Machine Learning and Time Series in Econometric Analysis
edited by Weining Wang
submission deadline 31 May 2026 | Viewed by 88 | Submission Open
Keywords: machine learning; statistics; time series; econometrics; forecasting
(This special issue belongs to the Section E5: Financial Mathematics)
Computational Methods in Wireless Communications with Applications
edited by
submission deadline 31 May 2026 | Viewed by 85 | Submission Open
Keywords: mathematical modeling for wireless communication systems; power control and beamforming design; spectrum management and resource allocation; space– air– ground-integrated network planning; sensing; communication; and computing integration; secure; trustworthy; and privacy-preserving wireless communication design; non-convex optimization methods; stochastic geometry methods; distributed optimization methods; AI-driven optimization methods
(This special issue belongs to the Section E: Applied Mathematics)
Machine Learning for Dynamics and Control Advancement in Engineering Applications
edited by Ye Zhuang
submission deadline 31 May 2026 | Viewed by 80 | Submission Open
Keywords: machine learning; control theory; dynamical systems optimization; nonlinear dynamics; reinforcement learning; adaptive control; optimal control; physics-informed machine learning; intelligent control  
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Multi-Agent Dynamics Under Randomness: From MFGs to ML and Their Applications submission deadline 31 May 2026 | Viewed by 79 | Submission Open
Keywords: MFGs; stochastic dynamics; uncertainty; numerical schemes; artificial intelligence; machine learning
(This special issue belongs to the Section C2: Dynamical Systems)
Optimization Models and Algorithms in Data Science, 2nd Edition
edited by
submission deadline 31 May 2026 | Viewed by 73 | Submission Open
Keywords: tensor decomposition; low-rank models; multi-view clustering; sparse coding; tensor completion; tensor robust principal component analysis; machine learning; data science; signal processing; image processing; high-dimensional data
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Mathematical Modeling in Supply Chain Networks and Manufacturing Systems
edited by
submission deadline 31 May 2026 | Viewed by 63 | Submission Open
Keywords: mathematical optimization; multi-criteria decision analysis; supply chain network design; manufacturing systems optimization; mathematical metaheuristics; decision support systems; supply chain analytics
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advances in Time Series Methods for Information Security Risk Analysis and Risk Management
edited by
submission deadline 31 May 2026 | Viewed by 61 | Submission Open
Keywords: time series analysis; temporal machine learning; probabilistic risk modeling; cybersecurity risk assessment; threat forecasting; quantitative risk analysis; adversarial behavior modeling; time-dependent anomaly detection; cyber risk prediction
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modelling, Analysis, and Optimization for Engineering and Mechanics, 2nd Edition submission deadline 31 May 2026 | Viewed by 56 | Submission Open
Keywords: fluid dynamics; turbulence modeling; perturbation methods; nonlinear dynamics; Floquet analysis; bifurcation theory; hydrodynamic instabilities; mathematical modeling; nonlinear analysis; numerical methods; partial differential equations; Navier– Stokes systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Implementation and Performance of Artificial Intelligence Systems
edited by Gaetan Hains and
submission deadline 31 May 2026 | Viewed by 54 | Submission Open
Keywords: performance of AI and ML systems; embedded AI inference; energy consumption; green-IT; measuring; predicting and optimizing; quantization; algorithm complexity; static analysis and cost models; implementation and performance of artificial intelligence systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Numerical Mathematics for High-Performance Computing in the Exascale Era
edited by Luisa Carracciuolo, and
submission deadline 1 Jun 2026 | 2 articles | Viewed by 2190 | Submission Open
Keywords: mathematical models (particle-based versus continuum representations; scale-bridging models; etc.); discretization algorithms (high-order discretizations; parallel-in-time discretizations; etc.); solution algorithms (communication avoiding algorithms; multiple-precision algorithms; resilient algorithms; etc.); error analysis and uncertainty quantification; efficient and effective parallel numerical software for many cores and heterogeneous computing systems
(This special issue belongs to the Section E: Applied Mathematics)
Computational Mathematics in Data Science and Business Intelligence
edited by Liang Xun and Wei Wang
submission deadline 1 Jun 2026 | Viewed by 337 | Submission Open
Keywords: data science; business intelligence; mathematical method; data-driven; decision-making
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Advances in Data Analytics and Mining
edited by
submission deadline 9 Jun 2026 | 9 articles | Viewed by 19336 | Submission Open
Keywords: data mining; data analytics; granular computing; uncertainty analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Statistical Machine Learning and Bayesian Methods with Applications
edited by Mélodie Monod and
submission deadline 10 Jun 2026 | Viewed by 103 | 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 15284 | 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)
Artificial Intelligence and Intelligent Signal Processing in Precision Measurement
edited by and
submission deadline 14 Jun 2026 | 1 articles | Viewed by 390 | 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 | Viewed by 343 | Submission Open
Keywords: formal methods; model checking; automated reasoning
(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 115 | 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)
Multi-Objective Optimization Based on Artificial Intelligence and Evolutionary Algorithms
edited by Zhizhong Liu
submission deadline 14 Jun 2026 | Viewed by 102 | 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)
Advanced Mathematical Methods for Machine Learning, Neural Networks, and Computer Vision
edited by Guodong Li
submission deadline 14 Jun 2026 | Viewed by 97 | Submission Open
Keywords: mathematical optimization; 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 Mathematical Models in Robotics
edited by Mirko Raković
submission deadline 14 Jun 2026 | Viewed by 62 | 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 56 | 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)
Intelligent Control and Optimization in Manufacturing submission deadline 15 Jun 2026 | Viewed by 303 | 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)
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