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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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Application of Machine Learning and Mathematical Methods in Image Analysis and Computer Vision
edited by and
submission deadline 27 Oct 2026 | 5 articles | Viewed by 3086 | Submission Open
Keywords: machine learning; deep learning; optimization methods; image analysis; computer vision; variational imaging; inverse problems; medical imaging; remote sensing; pattern recognition
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Intelligent Control and Applications of Nonlinear Dynamic System
edited by Dawei Gong, Jilie Zhang and Yang Deng
submission deadline 30 Oct 2026 | 8 articles | Viewed by 20806 | Submission Open
Keywords: adaptive dynamic programming; reinforcement learning; optimal control; robot control; model-free adaptive control; containment control
(This special issue belongs to the Section E: Applied Mathematics)
Computational Fluid Dynamics with Applications
edited by Sónia Isabel Silva Pinto
submission deadline 30 Oct 2026 | 10 articles | Viewed by 15798 | Submission Open
Keywords: computational fluid dynamics; computational programming; numerical methods; mathematical analysis; numerical simulations; fluids; thermal energy
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Metaheuristic Optimization Algorithms
edited by Alma Rodríguez
submission deadline 30 Oct 2026 | 8 articles | Viewed by 12141 | Submission Open
Keywords: metaheuristics; swarm intelligence; evolutionary computation; artificial intelligence; bio-inspired optimization methods; applied optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical and Computational Models in Epidemic and Biological Systems
edited by Lubna Pinky
submission deadline 30 Oct 2026 | 1 articles | Viewed by 1294 | Submission Open
Keywords: mathematical modeling; hybrid modeling; control; artificial intelligence; machine learning; predictive models; co-evolution; multi-pathogen infection; co-epidemics; combination vaccines; co-morbidity; mutation; RSV; flu; SARS-CoV-2; human behavior; non-pharmaceutical interventions
(This special issue belongs to the Section E3: Mathematical Biology)
Advances in Combinatorial Optimization: Theory, Algorithms, and Applications
edited by
submission deadline 30 Oct 2026 | 3 articles | Viewed by 1141 | Submission Open
Keywords: combinatorial optimization; large-scale optimization; dynamic and uncertain optimization; computational efficiency; practical optimization applications; optimization algorithms; metaheuristic algorithms; hybrid optimization algorithms; AI-driven optimization
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Nonlinear Functional Analysis: Theory, Methods, and Applications, 2nd Edition
edited by Shiqing Zhang
submission deadline 30 Oct 2026 | 1 articles | Viewed by 1134 | Submission Open
Keywords: N-body problems; Ky Fan inequality; convex analysis; non-smooth analysis; variational methods
(This special issue belongs to the Section C: Mathematical Analysis)
Evolutionary Computation and Multi-Objective Optimization submission deadline 30 Oct 2026 | Viewed by 1076 | Submission Open
Keywords: evolutionary algorithms; multi-objective bi-level optimization; dynamic and robust multi-objective optimization; multi-party multi-objective optimization; multi-objective multi-tasking optimization; hybrid optimization techniques; real-world applications; multi-objective optimization; large-scale multi-objective optimization; multi-modal multi-objective optimization
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Graph Theory and Combinatorics
edited by
submission deadline 30 Oct 2026 | 1 articles | Viewed by 590 | Submission Open
Keywords: graph theory; combinatorics; discrete mathematics; extremal problems; algebraic combinatorics; spectral graph theory; probabilistic methods; algorithmic graph theory; enumerative combinatorics; network science; random graphs; combinatorial optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Methods for Computational Biology
edited by Andriana Susana Lopes De Oliveira Campanharo
submission deadline 30 Oct 2026 | Viewed by 375 | Submission Open
Keywords: machine learning; data analysis; computational biology; computational statistics; complex networks; optimization methods
(This special issue belongs to the Section E3: Mathematical Biology)
Neural Network Modeling and Control with Applications
edited by and Hailun Zhang
submission deadline 30 Oct 2026 | Viewed by 295 | Submission Open
Keywords: nonlinear intelligent control; adaptive control systems; fuzzy-neural network control; reinforcement learning for control; robust control under uncertainty; data-driven nonlinear control; nonlinear system modeling; autonomous systems control
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Foundations in NLP: Applications and Challenges
edited by Jizheng Wan and Mubashir Ali
submission deadline 31 Oct 2026 | 8 articles | Viewed by 26922 | Submission Open
Keywords: NLP; LLMs; machine learning; deep learning; text generation; speech recognition; sentiment analysis; conversational AI; ethical AI
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Machine Learning Applications in Image Processing and Computer Vision
edited by
submission deadline 31 Oct 2026 | 11 articles | Viewed by 22488 | 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)
Privacy-Preserving Machine Learning in Large Language Models (LLMs)
edited by and
submission deadline 31 Oct 2026 | 7 articles | Viewed by 17145 | Submission Open
Keywords: privacy preserving; large language models; machine unlearning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Multi-Criteria Decision Making Methods with Applications
edited by Gabriella Marcarelli, and Antonio Lucadamo
submission deadline 31 Oct 2026 | 9 articles | Viewed by 14588 | Submission Open
Keywords: multi-criteria decision-making (MCDM); group decision-making; pairwise comparisons; decision analysis; decision support systems; group decision-making; integrated approaches for modeling decision-making; soft-computing techniques for MCDM; consistency measures; pairwise comparisons
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Optimization Algorithms for Operations Research and Scheduling Problems submission deadline 31 Oct 2026 | 2 articles | Viewed by 13539 | Submission Open
Keywords: mathematical programming; combinatorial optimization; metaheuristic algorithms; multi-objective decision making; stochastic and robust optimization; AI and machine learning in optimization; supply chain and logistics scheduling; vehicle routing and workforce scheduling; sustainable and green logistics; project and resource management
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Modeling, Identification and Control of Biological Systems
edited by Alessandro Borri and
submission deadline 31 Oct 2026 | 5 articles | Viewed by 11428 | Submission Open
Keywords: mathematical modeling of biological systems; mathematical physics; computational biology and medicine; system identification and filtering; optimal control and game theory; systems biology; dynamical systems; mathematical oncology; epidemic modeling; structured population models; biochemical networks
(This special issue belongs to the Section E3: Mathematical Biology)
Advancements in Applied Mathematics for Economic Data Analytics: Models, Methods, and Applications
edited by Alessandro Mazzoccoli, and
submission deadline 31 Oct 2026 | 7 articles | Viewed by 11259 | Submission Open
Keywords: mathematical models; applied mathematics; mathematical models for economics; mathematical models for finance; data analysis; forecasting; differential equations; stochastic differential equations; dynamical systems
(This special issue belongs to the Section E5: Financial Mathematics)
Recent Investigations of Differential and Fractional Equations and Inclusions, 3rd Edition
edited by
submission deadline 31 Oct 2026 | 9 articles | Viewed by 11086 | Submission Open
Keywords: differential equations; differential inclusions; fuzzy differential and integral equations; fractional differential equations; difference equations; dynamical models
(This special issue belongs to the Section C1: Difference and Differential Equations)
Intelligent Operations, Game Analysis and Decision Making in Platform-Based Supply Chains
edited by
submission deadline 31 Oct 2026 | 6 articles | Viewed by 10816 | Submission Open
Keywords: platform-based supply chain; decision making; game analysis; mathematical models; intelligent operations; strategic interactions; operation optimization; platform-retail ecosystems
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advances in High-Performance Computing, Optimization and Simulation
edited by Hao Jiang and Zhe Quan
submission deadline 31 Oct 2026 | 6 articles | Viewed by 10682 | Submission Open
Keywords: high-performance computing; parallel algorithms; quantum computations; error analysis; heterogenous computing; mixed precision; communication-avoiding computing; performance tuning; optimization; parallelization; simulation
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Formal Methods in Computer Science: Theory and Applications
edited by Asieh Salehi Fathabadi
submission deadline 31 Oct 2026 | 5 articles | Viewed by 9992 | Submission Open
Keywords: formal software engineering; theorem proving; application of formal methods; formal verification; model checking; mathematical logic; formal specification/semantics; modeling languages; safety-critical systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Fixed Point, Optimization, and Applications: 3rd Edition submission deadline 31 Oct 2026 | 10 articles | Viewed by 8525 | Submission Open
Keywords: the existence and uniqueness of fixed points; best approximation problems; iteration processes for fixed points or best proximity points; nonlinear optimization and applications; variational inequalities and equilibrium problems; dynamical systems and special functions; well-posedness and optimal control
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Methods in Machine Learning, Neural Networks and Computer Vision
edited by Zhaoxian Zhou
submission deadline 31 Oct 2026 | 4 articles | Viewed by 7499 | Submission Open
Keywords: machine learning; deep learning; neural networks; image processing; pattern recognition; computer vision; mathematical methods; optimization algorithms; statistical models; autonomous systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Machine Learning Research in Complex System
edited by Duxin Chen and
submission deadline 31 Oct 2026 | 5 articles | Viewed by 6777 | Submission Open
Keywords: complex systems; machine learning; distributed control and optimization; decentralized learning; privacy protection of machine learning in complex systems; time series analysis in complex systems; applications of complex systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Research on Machine Learning, Data Mining, Natural Language Processes, and Optimization Methods
edited by
submission deadline 31 Oct 2026 | 4 articles | Viewed by 6716 | Submission Open
Keywords: data mining; optimization; machine learning; natural language processing; semantic interoperability; patterns in data science
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Computation for Pattern Recognition and Computer Vision
edited by and
submission deadline 31 Oct 2026 | 4 articles | Viewed by 6174 | Submission Open
Keywords: artificial intelligence; pattern recognition; computer vision; feature extraction; feature matching; image processing; single-image 3d restoration; multiple view geometry; 3D point cloud; 3D object recognition; machine learning; neural network; deep learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematics Methods in Quantum Physics and Its Applications
edited by
submission deadline 31 Oct 2026 | 5 articles | Viewed by 5143 | Submission Open
Keywords: mathematical methods in quantum physics; quantum information theory; quantum computing; quantum control; quantum estimation and metrology; open quantum systems; quantum thermodynamics; quantum field theory; many-body systems; variational quantum algorithms; quantum machine learning; operator theory; functional analysis; group theory; topological methods; numerical methods
(This special issue belongs to the Section E4: Mathematical Physics)
Recent Computational Techniques to Forecast Cryptocurrency Markets
edited by
submission deadline 31 Oct 2026 | 2 articles | Viewed by 4810 | Submission Open
Keywords: cryptocurrencies; blockchain; artificial intelligence; machine learning
(This special issue belongs to the Section E5: Financial Mathematics)
Advanced Studies in Mathematical Optimization and Machine Learning
edited by
submission deadline 31 Oct 2026 | 3 articles | Viewed by 4809 | Submission Open
Keywords: mathematical optimization; machine learning algorithms; stability analysis; non-convex and stochastic optimization; adaptive optimization methods
(This special issue belongs to the Section E: Applied Mathematics)
Approximation and Computation for Numerical Analysis: Latest Advances and Prospects
edited by Abdelouahed Kouibia and
submission deadline 31 Oct 2026 | 2 articles | Viewed by 3727 | Submission Open
Keywords: numerical analysis; approximation and computation; spline functions; radial functions; polynomial functions; partial differential equation
(This special issue belongs to the Section E: Applied Mathematics)
New Advances in Network Security and Data Privacy
edited by Meng Hao, Hongwei Li and Robert H. Deng
submission deadline 31 Oct 2026 | 3 articles | Viewed by 3525 | Submission Open
Keywords: network security; data privacy; cyber threats; cryptography; machine learning security; privacy-preserving techniques
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Machine Learning and Graph Neural Networks
edited by
submission deadline 31 Oct 2026 | 3 articles | Viewed by 3421 | Submission Open
Keywords: machine learning; graph neural networks; deep learning; Internet of Things; computer vision
(This special issue belongs to the Section E: Applied Mathematics)
Soft Computing in Computational Intelligence and Machine Learning
edited by
submission deadline 31 Oct 2026 | 2 articles | Viewed by 3285 | Submission Open
Keywords: mathematical modelling for complex systems; application of soft computing methods in logistics; AI-based process optimisation; soft computing in service systems; machine learning for economic process evaluation
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advances in the Research on Solutions of Impulsive Differential Equations
edited by and
submission deadline 31 Oct 2026 | 4 articles | Viewed by 3180 | Submission Open
Keywords: impulsive dynamic system; (random) impulsive differential equations; stability theory; existence theory; optimal control; bifurcation and chaos; random dynamic system; stochastic dynamic system
(This special issue belongs to the Section C1: Difference and Differential Equations)
Big Data Analysis, Computing and Applications submission deadline 31 Oct 2026 | 2 articles | Viewed by 3070 | Submission Open
Keywords: big data; big data analysis; big data visualization; data mining; machine learning; deep learning; computer vision
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Optimization and Control for Unmanned Systems and Intelligent Logistics
edited by and Dongfang Li
submission deadline 31 Oct 2026 | 4 articles | Viewed by 3064 | Submission Open
Keywords: unmanned systems; optimization and control theory; intelligent logistics systems; optimization techniques; autonomous systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Applications of Differential Equations for Mathematical Modelling in Engineering submission deadline 31 Oct 2026 | 1 articles | Viewed by 3034 | Submission Open
Keywords: ordinary, coupled, partial, and fractional differential equations; mathematical modelling; engineering applications
(This special issue belongs to the Section C1: Difference and Differential Equations)
Nonlinear Wave Dynamics: Theory and Application
edited by Zhen Wang, and Xiangyu Yang
submission deadline 31 Oct 2026 | 3 articles | Viewed by 2848 | Submission Open
Keywords: integrable system; nonlinear wave; soliton; rogue wave; Riemann–Hilbert problem; inverse scattering method; Darboux transformation; Hirota bilinear method; ocean wave; fluid mechanics
(This special issue belongs to the Section C2: Dynamical Systems)
New Perspectives in Interval Analysis and Fuzzy-Valued Functions
edited by
submission deadline 31 Oct 2026 | 3 articles | Viewed by 2565 | Submission Open
Keywords: interval analysis; fuzzy numbers; fuzzy-valued functions; ordering of intervals; ordering of fuzzy numbers
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Reliability Estimation and Mathematical Statistics, 2nd Edition
edited by Kamel Rekab
submission deadline 31 Oct 2026 | 4 articles | Viewed by 2525 | Submission Open
Keywords: estimation; reliability; sequential; Bayesian; classical; decision rule; simulation; software; statistics; system
(This special issue belongs to the Section D1: Probability and Statistics)
Contemporary Bayesian Analysis: Methods and Applications
edited by Nuttanan Wichitaksorn and Mengheng Li
submission deadline 31 Oct 2026 | 2 articles | Viewed by 2463 | Submission Open
Keywords: Bayesian analysis; econometrics and statistics; time series analysis and forecasting; Bayesian applications; Bayesian machine learning
(This special issue belongs to the Section D1: Probability and Statistics)
Finite Element Analysis and Application
edited by João Elias Abdalla Filho, Roberto Dalledone Machado and John Otto Dow
submission deadline 31 Oct 2026 | 1 articles | Viewed by 2083 | Submission Open
Keywords: finite element methods; finite element analysis; computational mechanics; mathematical modeling; numerical approaches
(This special issue belongs to the Section C: Mathematical Analysis)
Stability and Stabilization of Partial Differential Equations
edited by and Guchuan Zhu
submission deadline 31 Oct 2026 | 2 articles | Viewed by 1970 | Submission Open
Keywords: partial differential equations (PDEs); stability analysis; nonlinear PDEs; stabilization problems; control design; numerical simulations; fluid dynamics; electrical engineering; material science; ecological modeling
(This special issue belongs to the Section C1: Difference and Differential Equations)
Computational Intelligence and Data Analysis
edited by , Hongping Ren and Ying Li
submission deadline 31 Oct 2026 | 1 articles | Viewed by 1935 | Submission Open
Keywords: applied intelligence; data analysis; natural language processing; large language model; deep learning; optimization algorithm; computer vision; application
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Statistical Data Modeling and Machine Learning with Applications, 4th Edition submission deadline 31 Oct 2026 | 2 articles | Viewed by 1903 | Submission Open
Keywords: computational statistics; dimensionality reduction; variable selection; parameter estimation; model selection; Bayesian networks; causal inference; missing data; high-dimensional data analytics; D-optimality; nonparametric statistical modeling; supervised learning (classification, regression); clustering methods; financial statistics and econometrics; statistical algorithms; time series analysis and forecasting; machine learning algorithms; decision trees; ensemble methods; neural networks; deep learning; hybrid models; data analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Probability and Statistics: Theory, Methods, and Applications
edited by
submission deadline 31 Oct 2026 | 4 articles | Viewed by 1827 | Submission Open
Keywords: applied probability; mathematical statistics; stochastic processes; statistical modeling; high-dimensional data; statistical learning; uncertainty quantification; resampling methods; Bayesian and frequentist inference; applied mathematics
(This special issue belongs to the Section D1: Probability and Statistics)
Matrix Inequalities and Matrix Equations: Theory and Applications
edited by
submission deadline 31 Oct 2026 | 2 articles | Viewed by 1602 | Submission Open
Keywords: matrix inequalities; operator inequalities; linear matrix inequalities; matrix analysis; matrix equations; matrix decomposition; low-rank approximation
(This special issue belongs to the Section A: Algebra and Logic)
Statistics in Medicine and Biostatistics
edited by Stella Stylianou
submission deadline 31 Oct 2026 | 2 articles | Viewed by 1570 | Submission Open
Keywords: statistics in medicine; biostatistics; clinical trial design and analysis; survival analysis; longitudinal data analysis; epidemiology; bayesian inference; casual inference; statistical learning; biomedical data analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Applied Mathematics in Nonlinear Dynamics and Chaos, 2nd Edition
edited by
submission deadline 31 Oct 2026 | 2 articles | Viewed by 1510 | Submission Open
Keywords: nonlinear dynamics; bifurcation theory; chaos theory; irregular attractors; control theory; complex systems; numerical methods for dynamic systems; modeling and technology for dynamic systems in science and engineering
(This special issue belongs to the Section C2: Dynamical Systems)
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