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Special Issues

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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Neural Network Modeling and Control with Applications
edited by and Hailun Zhang
submission deadline 30 Oct 2026 | Viewed by 33 | 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)
Analytic Methods in Number Theory and Allied Fields submission deadline 31 Oct 2026 | 19 articles | Viewed by 33355 | Submission Open
Keywords: complex analysis; harmonic analysis; number theory; differential equations; algebraic elucidation of analytic expressions
(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 | 6 articles | Viewed by 14381 | 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)
Privacy-Preserving Machine Learning in Large Language Models (LLMs)
edited by and
submission deadline 31 Oct 2026 | 5 articles | Viewed by 11243 | 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 | 5 articles | Viewed by 6043 | 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)
Advances in High-Performance Computing, Optimization and Simulation
edited by Hao Jiang and Zhe Quan
submission deadline 31 Oct 2026 | 4 articles | Viewed by 5782 | 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)
Optimization Algorithms for Operations Research and Scheduling Problems submission deadline 31 Oct 2026 | 2 articles | Viewed by 5610 | 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)
Fixed Point, Optimization, and Applications: 3rd Edition submission deadline 31 Oct 2026 | 7 articles | Viewed by 4215 | 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)
Applications of Differential Equations for Mathematical Modelling in Engineering submission deadline 31 Oct 2026 | 1 articles | Viewed by 1938 | 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)
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 1382 | 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)
Mathematical Modeling in Population Dynamics
edited by Deeptajyoti Sen
submission deadline 31 Oct 2026 | Viewed by 1104 | Submission Open
Keywords: population dynamics; evolutionary modelling; spatial dynamics; agent-based models; mathematical epidemiology; dynamical systems
(This special issue belongs to the Section C2: Dynamical Systems)
Stability and Stabilization of Partial Differential Equations
edited by and Guchuan Zhu
submission deadline 31 Oct 2026 | 1 articles | Viewed by 924 | 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)
Nonlinear Wave Dynamics: Theory and Application
edited by Zhen Wang, and Xiangyu Yang
submission deadline 31 Oct 2026 | 2 articles | Viewed by 901 | 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)
Advanced Machine Learning Research in Complex System
edited by Duxin Chen and
submission deadline 31 Oct 2026 | 3 articles | Viewed by 889 | 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)
Mathematical Modeling and Numerical Analysis in Fluid Dynamics
edited by Chenyu Zhao
submission deadline 31 Oct 2026 | Viewed by 360 | Submission Open
Keywords: mathematical modelling; computational fluid dynamics (CFDs); navier– stokes equations; multiphase flows; non-newtonian fluids; finite element methods; spectral methods; adaptive mesh refinement; fluid– structure interaction
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Applications of Multi-Criteria Decision-Making Methods in Operational Research, 2nd Edition submission deadline 31 Oct 2026 | Viewed by 208 | Submission Open
Keywords: operational research (OR); decision processes; behavioral and cognitive modelling; multi-criteria decision-making (MCDM); human– machine collaboration and explainable AI
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advances in Deep Learning in Medical Image Analysis
edited by Guofeng Qin
submission deadline 31 Oct 2026 | Viewed by 205 | Submission Open
Keywords: medical image analysis; medical intelligence; multimodal model
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Intelligent Computing in Advanced Manufacturing Systems
edited by and
submission deadline 31 Oct 2026 | Viewed by 159 | Submission Open
Keywords: advanced manufacturing; intelligent manufacturing; manufacturing system; intelligent operation and maintenance; high-performance manufacturing; digital twin; CNC machine tools; machine tool processing technology; prognostics and health management (PHM); intelligent system; cyber-physical systems (CPS); process control and optimization; intelligent scheduling and planning; fault diagnosis
(This special issue belongs to the Section E: Applied Mathematics)
Data Analysis and Signal Processing
edited by and Luís Javier Morales- Mendoza
submission deadline 31 Oct 2026 | Viewed by 158 | Submission Open
Keywords: machine learning; signal processing; time-series modeling; dataset pre-processing; feature engineering; multimodal sensor data; noise robustness; mathematical models; domain adaptation
(This special issue belongs to the Section E: Applied Mathematics)
Applied Mathematics in Nonlinear Dynamics and Chaos, 2nd Edition
edited by
submission deadline 31 Oct 2026 | Viewed by 126 | 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)
Mathematical and Computational Modeling in Biology and Medicine
edited by
submission deadline 31 Oct 2026 | Viewed by 118 | Submission Open
Keywords: deterministic models; stochastic models; discrete models; continuous models; multiscale models; population models; epidemic models; kinetic models; active particles; machine learning; models with delay
(This special issue belongs to the Section E3: Mathematical Biology)
Advances in PDEs, Infinite-Dimensional Dynamical Systems and Numerical Dynamics
edited by and Rodiak Figueroa-López
submission deadline 31 Oct 2026 | Viewed by 110 | Submission Open
Keywords: PDEs; stochastic PDEs; numerical discretization; infinite-dimensional dynamical systems; long-time behavior of solutions; attractors; invariant measures; nonlinear stability; bifurcation theory
(This special issue belongs to the Section C2: Dynamical Systems)
Simulation-Based Optimisation and Information Systems in Disaster Management
edited by Seyed Mojtaba Sajadi, , and Mohammad Daneshvar Kakhki
submission deadline 31 Oct 2026 | Viewed by 95 | Submission Open
Keywords: simulation-based optimization; humanitarian logistics; digital twins; decision support systems; agent-based modeling; system dynamics; artificial intelligence in emergencies; disaster response optimization; risk and vulnerability modeling; resource allocation and scheduling
(This special issue belongs to the Section E: Applied Mathematics)
Computational Intelligence and Data Analysis
edited by , Hongping Ren and Ying Li
submission deadline 31 Oct 2026 | Viewed by 92 | 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)
Advanced Dynamics and Control Theory with Applications
edited by Yi Ji and
submission deadline 31 Oct 2026 | Viewed by 92 | Submission Open
Keywords: nonlinear dynamical systems; control theory; optimization adaptive; robust control; multi-agent systems; game dynamics; data-driven modelling and analysis
(This special issue belongs to the Section E: Applied Mathematics)
Low-Altitude System Intelligence
edited by and Zhi Li
submission deadline 31 Oct 2026 | Viewed by 87 | Submission Open
Keywords: low-altitude system; unmanned systems; autonomous navigation; cooperative control; intelligent theory; information-aware communication; brain-inspired intelligence; theories and applications
(This special issue belongs to the Section E: Applied Mathematics)
Applied Mathematics in Engineering Problems and Topology Optimization
edited by and
submission deadline 31 Oct 2026 | Viewed by 86 | Submission Open
Keywords: mathematical modeling; structural optimization; efficient solving; gradient algorithms; data-driven and processing; data mining
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advanced Evolutionary Game Theory
edited by and Qi Su
submission deadline 31 Oct 2026 | Viewed by 86 | Submission Open
Keywords: evolutionary game theory; evolutionary dynamics; social dilemmas; social evolution; network science; agent-based simulation; replicator dynamics; evolutionary graph theory; artificial intelligence; large language models
(This special issue belongs to the Section C2: Dynamical Systems)
Recent Advances in Artificial Intelligence and Machine Learning, 3rd Edition
edited by , Meng Lei and
submission deadline 31 Oct 2026 | Viewed by 57 | Submission Open
Keywords: artificial intelligence; machine learning; computer vision; natural language processing; intelligent speech; interpretable algorithms; deepfake
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Learning to Optimize in Intelligent Systems Processes
edited by
submission deadline 31 Oct 2026 | Viewed by 56 | Submission Open
Keywords: learning to optimize (L2O); intelligent systems optimization; production and scheduling optimization; heuristic and metaheuristic search; smart manufacturing systems; real-time control and task scheduling; sustainable and energy-efficient operations
(This special issue belongs to the Section E: Applied Mathematics)
Exploring Statistical Learning: Inference, Optimization, and Real-World Applications, 2nd Edition
edited by Carmela Iorio
submission deadline 31 Oct 2026 | Viewed by 55 | Submission Open
Keywords: statistical learning; inference; optimization; real-world applications; data analysis; predictive modeling; machine learning; supervised learning; unsupervised learning; deep learning; computational statistics; model evaluation; decision-making; data-driven solutions
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Machine Learning on Big Data: From Statistical Learning to Probabilistic Modeling
edited by Ching-Shih Tsou and Duxin Chen
submission deadline 31 Oct 2026 | Viewed by 51 | Submission Open
Keywords: deep learning; generative modeling; graph neural networks; reinforcement learning; multi-agent systems; AI-driven optimization; Bayesian optimization; uncertainty quantification
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Evolutionary Computation and Advanced Network Inference for Complex Systems Modeling
edited by Miao He
submission deadline 31 Oct 2026 | Viewed by 48 | Submission Open
Keywords: evolutionary computation; advanced network inference; complex systems modeling; graph neural networks; evolutionary reinforcement learning; genetic algorithms/genetic programming/neuroevolution; high-dimensional inference
(This special issue belongs to the Section D: Statistics and Operational Research)
Robust Perception and Control in Prognostic Systems, 2nd Edition
edited by Song Tang and Mao Ye
submission deadline 31 Oct 2026 | Viewed by 48 | Submission Open
Keywords: robust perception and control; prognostic systems; unsupervised and semi-supervised learning; transfer learning; adaptive system; AI security
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Numerical Analysis and Applied Mathematics: Theory, Methods, and Applications
edited by
submission deadline 31 Oct 2026 | Viewed by 46 | Submission Open
Keywords: numerical analysis; computational mathematics; applied and industrial mathematics; scientific computing and algorithms; approximation; mathematical physics; mathematical chemistry; mathematical biology and mathematical medicine; optimization and operational research; discrete applied mathematics; mathematical modeling; neural networks; machine learning
(This special issue belongs to the Section E: Applied Mathematics)
Deep Learning Methods Applied to Big Data Analysis
edited by Zhong Xiang
submission deadline 31 Oct 2026 | Viewed by 45 | Submission Open
Keywords: deep learning; big data analytics; neural networks; multimodal data fusion; explainable artificial intelligence (XAI); self-supervised learning; federated learning; high-dimensional data analysis; scalable machine learning; intelligent data-driven systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Representation Learning for Computer Vision and Pattern Recognition, 2nd Edition
edited by and
submission deadline 31 Oct 2026 | Viewed by 44 | Submission Open
Keywords: representation learning; computer vision; pattern recognition; metric learning and kernel learning; multi-view/multi-modal learning; robust representation and coding; domain transfer learning; learning under low-quality media data; efficient vision transformer; deep learning and its applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Bioinspired Intelligent Algorithms for Optimization, Modeling and Control: Theory and Applications, 3rd Edition
edited by
submission deadline 31 Oct 2026 | Viewed by 43 | Submission Open
Keywords: bioinspired intelligent algorithms for modeling; bioinspired intelligent algorithms for control; bioinspired intelligent algorithms for fault detection and diagnosis; bioinspired intelligent algorithms for cyber– physical systems; bioinspired intelligent algorithms for optimization; data-driven bioinspired intelligent algorithms; deep learning bioinspired intelligent algorithms; mathematical analysis of bioinspired intelligent algorithms; bioinspired intelligent algorithms applications to robotics; dynamic systems; complex networks; classification; forecasting; biomedical systems; energy systems; industry; transportation; mechatronics; and others
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Optimization Models for Supply Chain, Planning, Scheduling and Transportation
edited by
submission deadline 31 Oct 2026 | Viewed by 42 | Submission Open
Keywords: optimization; operations research; machine learning; supply chain; planning; scheduling; manufacturing; transportation systems/logistics
(This special issue belongs to the Section E: Applied Mathematics)
Numerical and Computational Methods in Engineering, 2nd Edition
edited by and Weide Liu
submission deadline 31 Oct 2026 | Viewed by 36 | Submission Open
Keywords: applied mathematics; numerical methods for partial differential equations; computational mechanics; optimization algorithms; structural analysis; heat and mass transfer simulation; computational electromagnetics; multi-physics simulations; computational materials science; high-performance computing; data-driven algorithms; big data analysis; machine learning in engineering
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Recent Advances in Nonlinear Control for Dynamic Systems submission deadline 31 Oct 2026 | Viewed by 32 | Submission Open
Keywords: nonlinear control; robust control; parametric uncertainties; sliding mode control; adaptive control; machine learning; stability analysis; mathematical modeling; dynamical systems; numerical simulation; real-time simulation
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Methods for Control and Signal Processing: Theory and Applications submission deadline 31 Oct 2026 | Viewed by 26 | Submission Open
Keywords: mathematical methods; characterization and modeling; monitoring and diagnosing; control methodologies; control systems; signal processing; real-time systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
New Advances in Hamiltonian Dynamical Systems and Applications
edited by
submission deadline 31 Oct 2026 | Viewed by 10 | Submission Open
Keywords: Hamiltonian dynamical systems; finite and infinite dimensional KAM theory; index theory; regularity properties of the solutions; bifurcation and chaotic behavior; spectral properties of Schrö dinger operators; solutions of ODE or PDE
(This special issue belongs to the Section C1: Difference and Differential Equations)
Statistical Learning and Data Science: Methods, Theory, and Applications
edited by and
submission deadline 31 Oct 2026 | Viewed by 8 | Submission Open
Keywords: statistical learning; machine learning methods; high-dimensional data analysis; regularization and sparsity; time series and sequential data; spatial and spatio-temporal modeling; Bayesian learning and inference; nonparametric methods; scalable algorithms; network and graph models
(This special issue belongs to the Section D1: Probability and Statistics)
Applications of Artificial Intelligence, Machine Learning and Data Science, 2nd Edition
edited by Yufeng Yu, Guoxia Xu, Hu Zhu and Yingchao Cheng
submission deadline 31 Oct 2026 | Viewed by 1 | Submission Open
Keywords: machine learning; deep learning; data mining; computer vision; artificial intelligence; image processing; pattern recognition
(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 | 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)
Complex Dynamical Networks and Chaotic Systems
edited by Hanlin Sun and Lorenzo Cirigliano
submission deadline 1 Nov 2026 | Viewed by 94 | Submission Open
Keywords: complex dynamical networks; dynamics on networks; critical phenomena on networks; higher-order networks; hypergraphs; simplicial complexes; multilayer networks; epidemic spreading model; information diffusion; opinion dynamics; neural networks; ecosystem dynamics
(This special issue belongs to the Section C2: Dynamical Systems)
Application of Artificial Intelligence, Machine Learning and Data Science in Industrial and Medical Domains, 2nd Edition submission deadline 15 Nov 2026 | Viewed by 10 | Submission Open
Keywords: applied artificial intelligence; applied machine learning; data science; engineering applications of AI; generative AI; intelligent decision support systems; computer vision
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applications of Nonlinear Diffusion Models and Deep Learning in Computer Vision
edited by
submission deadline 15 Nov 2026 | Viewed by 10 | Submission Open
Keywords: deep learning; nonlinear diffusion; image and video analysis; indexing and retrieval; image and video segmentation; image classification; object detection; recognition and tracking; action recognition; medical imaging
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Disruptive Innovations in Data Mining and Knowledge Discovery
edited by
submission deadline 15 Nov 2026 | Viewed by 1 | Submission Open
Keywords: mathematical data mining; statistical learning theory; optimization and metaheuristics for classification; preference learning and classification; explainable artificial intelligence; streaming and time-series analysis; graph mining and network analysis; quantum machine learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
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