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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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Advances in Mathematical Control and Intelligent Systems
edited by
submission deadline 31 Dec 2026 | Viewed by 324 | Submission Open
Keywords: intelligent control systems; learning-based control; intelligent optimal control; data-driven control; artificial intelligence; reinforcement learning; deep learning; safe learning; robust control; neural network control; physics-informed control
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Biostatistics and Bioinformatics
edited by and
submission deadline 31 Dec 2026 | Viewed by 307 | Submission Open
Keywords: biostatistics; bioinformatics; machine learning; deep learning; statistical learning; data mining; genomic data analysis; epidemiology; personalized medicine; public health; statistical methods and AI in medical research; statistical methods and AI in epidemiology
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Mathematical Modelling and Analytics for Supply Chain Management submission deadline 31 Dec 2026 | Viewed by 300 | Submission Open
Keywords: optimization under uncertainty; sustainable logistics and supply chains; performance measurement; supply chain resilience; efficiency-resilience trade-off
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advanced Mathematical and Statistical Methods for Modern Data Science and Scientific Machine Learning
edited by and
submission deadline 31 Dec 2026 | Viewed by 281 | Submission Open
Keywords: artificial intelligence; approximation theory; bayesian inference; bioinformatics; computational inference; data science; high-dimensional probability; large language models; MCMC; multiple testing; probabilistic modeling; scientific machine learning; statistical computing
(This special issue belongs to the Section D1: Probability and Statistics)
Numerical Linear Algebra and Matrix Computations
edited by
submission deadline 31 Dec 2026 | Viewed by 264 | Submission Open
Keywords: numerical linear algebra; matrix computations; matrix decomposition; matrix sequences and polynomials; matrix factorization; Toeplitz; Hankel; sparse matrices; perturbation theory; eigenvalue problems; singular value decomposition; dynamic mode decomposition; tensor computations; numerical algorithms
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Biostatistics and Health Science
edited by
submission deadline 31 Dec 2026 | Viewed by 262 | Submission Open
Keywords: clinical trials; AI methods in biostatistics; causal inference; functional data analysis; subgroup analysis; multi-regional analysis; integrative analysis; precision medicine; statistical genetics
(This special issue belongs to the Section E3: Mathematical Biology)
Combinatorial Algebra, Computation, and Logic, 3rd Edition
edited by
submission deadline 31 Dec 2026 | Viewed by 253 | Submission Open
Keywords: combinatorics of words; combinatorial ring theory; combinatorial group theory; operator algebras; model theory in algebraic geometry; algorithmic problems in algebra; artificial intelligence
(This special issue belongs to the Section A: Algebra and Logic)
Advances in Deep Learning, Computer Graphics and Applications
edited by Shiqing Xin
submission deadline 31 Dec 2026 | Viewed by 241 | Submission Open
Keywords: computational graphics; geometric deep learning; graphic shading; rendering; geometric optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Mathematics to Mechanisms and Machines, 3rd Edition submission deadline 31 Dec 2026 | Viewed by 233 | Submission Open
Keywords: analytic synthesis; mechanisms and machines; kinematics and dynamics; vibrations analysis techniques; linear/nonlinear systems; machine learning; control algorithms; transportation engineering
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Dynamical Systems, Differential Equations, and Their Applications, 2nd Edition
edited by and
submission deadline 31 Dec 2026 | Viewed by 229 | Submission Open
Keywords: iterative dynamics; ordinary differential equations; (evolutionary) partial differential equations; dynamical systems; applications to physics and other sciences
(This special issue belongs to the Section C1: Difference and Differential Equations)
Computational Security and Privacy in Edge Large Language Models
edited by Kongyang Chen
submission deadline 31 Dec 2026 | Viewed by 222 | Submission Open
Keywords: edge computing; large language models; AI security; adversarial attacks; differential privacy; secure multi-party computation; federated learning; model compression; distributed optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Application of Statistical and Mathematical Methods in Quality Engineering
edited by Xuelong Hu
submission deadline 31 Dec 2026 | Viewed by 218 | Submission Open
Keywords: statistical process control (SPC); design of experiments (DoE); machine learning for quality monitoring; six sigma and quality management systems; measurement system analysis (MSA); acceptance sampling and quality inspection; multivariate statistical analysis; bayesian methods in quality; computational statistics & simulation; total quality management (TQM)
(This special issue belongs to the Section D1: Probability and Statistics)
New Advances in Fuzzy Logic and Fuzzy Systems, 2nd Edition submission deadline 31 Dec 2026 | Viewed by 218 | Submission Open
Keywords: fuzzy sets; fuzzy systems; dynamic systems; control; fractional systems
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Application of Machine Learning and Data Analysis in Personal Finance and Financial Services Industry
edited by
submission deadline 31 Dec 2026 | 1 articles | Viewed by 210 | Submission Open
Keywords: machine learning; artificial intelligence; data analysis; personal finance; financial services; natural language processing; pattern recognition; credit risk; financial planning; behavioral finance
(This special issue belongs to the Section E5: Financial Mathematics)
Intelligent Robot Control with Mathematical Methods
edited by
submission deadline 31 Dec 2026 | Viewed by 201 | Submission Open
Keywords: intelligent robot control; mathematical modeling; control optimization; nonlinear system; model predictive control; trajectory planning; multi-robot collaboration; robust control; optimization theory; state space analysis; dynamic obstacle avoidance; probability theory; mathematical optimization methods
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Mathematical Techniques in Topology Optimization
edited by Manyu Xiao and Balaji Raghavan
submission deadline 31 Dec 2026 | Viewed by 194 | Submission Open
Keywords: reduced order modeling (ROM); multi-scale modeling; transient dynamic analysis; numerical methods and algorithms; topology optimization
(This special issue belongs to the Section E: Applied Mathematics)
Numerical Analysis and Computational Simulations in Complex Problems and Engineering Applications
edited by and Aleksandar V. Pejcev
submission deadline 31 Dec 2026 | Viewed by 172 | Submission Open
Keywords: numerical analysis; computational simulations; mathematical analysis; computational mechanics  
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Optimization Algorithms and Applications, 2nd Edition
edited by Heming Jia
submission deadline 31 Dec 2026 | Viewed by 172 | Submission Open
Keywords: bio-inspired optimization algorithms; optimization algorithms; meta-heuristics; swarm intelligence; engineering applications; engineering design problems; real-world applications; feature selection; image segmentation; constraint handling; benchmarks; novel approaches; complicated optimization problems; industrial problems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Statistical Process Control and Process Monitoring
edited by
submission deadline 31 Dec 2026 | Viewed by 167 | Submission Open
Keywords: statistical process control; process monitoring; process anomaly detection; intelligent algorithms; intelligent process management and control; quality anomaly diagnosis; data-driven process optimization; industrial processes
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Research in Mathematical Physics, 2nd Edition: Bäcklund Symmetries of Painlevé and Soliton Equations and Their Applications
edited by
submission deadline 31 Dec 2026 | Viewed by 166 | Submission Open
Keywords: mathematical physics; integrable models; Painlevé equations and discrete Painleve systems; Backlund transformations; applications of symmetry; affine Weyl algebras and groups; soliton solutions; special functions and transcendental functions; rational solutions; polynomials
(This special issue belongs to the Section E4: Mathematical Physics)
Analytical and Numerical Methods for Solving Differential Equations and Optimization Problems submission deadline 31 Dec 2026 | Viewed by 166 | Submission Open
Keywords: exact solutions; conservation laws; optimization; nonlinear equations
(This special issue belongs to the Section C1: Difference and Differential Equations)
Hybrid Learning and Optimization Methods for Engineering Applications submission deadline 31 Dec 2026 | Viewed by 146 | Submission Open
Keywords: hybrid methods; machine learning; optimization; evolutionary computation; metaheuristics; AutoML; hyperparameter optimization; explainable AI; constraint-aware learning; engineering applications
(This special issue belongs to the Section E: Applied Mathematics)
Innovations in Optimization and Operations Research, 2nd Edition submission deadline 31 Dec 2026 | Viewed by 146 | Submission Open
Keywords: optimization; operations research; metaheuristics; multi-objective optimization; combinatorial optimization; stochastic optimization; heuristics; supply chain management; logistics; robust optimization; game theory; evolutionary algorithms; swarm intelligence; finance; economics; engineering; decision support systems; data-driven optimization; machine learning; real-world applications; multidisciplinary applications
(This special issue belongs to the Section D: Statistics and Operational Research)
Advanced Modeling and Computation in Big Data and Social Networks
edited by
submission deadline 31 Dec 2026 | Viewed by 145 | Submission Open
Keywords: data mining; social networks; heterogeneous information networks; graph learning; network science; complex network modeling; dynamic network systems; distributed big data computing
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Mathematical Programming for Optimization Algorithms
edited by and
submission deadline 31 Dec 2026 | Viewed by 139 | Submission Open
Keywords: mathematical programming; optimization algorithms; hybrid methods; advanced metaheuristics; computational efficiency
(This special issue belongs to the Section D: Statistics and Operational Research)
Advances in Intelligent Computing, Machine Learning and Pattern Recognition, 2nd Edition
edited by Hwei Jen Lin and Ching-Ting Tu
submission deadline 31 Dec 2026 | Viewed by 137 | Submission Open
Keywords: neural networks; convolutional networks; deep learning; big data analytics; computational intelligence; clustering algorithms; applied mathematics; matrix theory; evolutionary computing; optimization algorithms
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Tensor Decomposition and Adaptive Filtering Methods for Nonlinear Systems submission deadline 31 Dec 2026 | Viewed by 136 | Submission Open
Keywords: adaptive filtering; nonlinear systems; high-dimensional data; tensor modeling; system identification; biomedical signal processing
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Foundations and High-Performance Algorithms for Advanced Image Analysis
edited by Arashdeep Kaur
submission deadline 31 Dec 2026 | Viewed by 125 | Submission Open
Keywords: image analysis; mathematical modeling; high-performance algorithms; pattern recognition; computational mathematics; computer vision; signal processing; optimization techniques
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematics Methods in Image Processing and Computer Vision, 2nd Edition
edited by Yuwu Lu
submission deadline 31 Dec 2026 | Viewed by 123 | Submission Open
Keywords: pattern recognition and machine learning; image processing and computer vision; biometric recognition; feature extraction and feature selection; cross-modal learning; optimization and learning methods
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Time Series Analysis in Health
edited by
submission deadline 31 Dec 2026 | Viewed by 123 | Submission Open
Keywords: time series analysis; stochastic processes; epidemiological modeling; health data analytics; forecasting methods; change-point detection; high-dimensional time series; machine learning for time series
(This special issue belongs to the Section E3: Mathematical Biology)
Artificial Intelligence-Based Decision Making Models
edited by Malik Jamal Musa Haddad
submission deadline 31 Dec 2026 | Viewed by 119 | Submission Open
Keywords: artificial intelligence; intelligent decision making; decision support systems; automated decision making; agentic AI
(This special issue belongs to the Section E: Applied Mathematics)
Optimization Algorithms for Data Analytics and Machine Learning
edited by
submission deadline 31 Dec 2026 | Viewed by 117 | Submission Open
Keywords: optimization algorithms; large models (LMs); data analytics; machine learning; computer vision (CV); deep neural networks; data preprocessing; model training optimization; autonomous driving; medical image recognition
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Trends in Medical Signal Processing, Computer Vision, and Multimodal AI for Healthcare
edited by
submission deadline 31 Dec 2026 | Viewed by 117 | Submission Open
Keywords: medical signal processing; medical computer vision; multimodal learning; foundation models in healthcare; medical image and video analysis; explainable AI; robust and trustworthy medical AI; clinical AI deployment; time-series representation learning; data-centric AI for healthcare
(This special issue belongs to the Section E3: Mathematical Biology)
Mathematics in Forecasting and Bio-Inspired Algorithms
edited by Jose Manuel Velasco Cabo
submission deadline 31 Dec 2026 | Viewed by 116 | Submission Open
Keywords: forecasting; mathematical modeling; bio-inspired algorithms; evolutionary computation; optimization; time series analysis; hybrid models; uncertainty quantification; interpretable models; digital twins
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Modeling and Analysis in Mining Engineering, 2nd Edition
edited by Lin Bi
submission deadline 31 Dec 2026 | Viewed by 108 | Submission Open
Keywords: geological modeling and geostatistics; ventilation network analysis and solutions; mine production planning and scheduling; engineering geological model and stability analysis; mining complex scene perception and modeling
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Applied Mathematical Modeling, System Identification, and Advanced Control for Complex Engineering Systems
edited by and Yawen Mao
submission deadline 31 Dec 2026 | Viewed by 102 | Submission Open
Keywords: mathematical modeling; system identification; nonlinear systems; multivariable systems; model predictive control; distributed estimation; reinforcement learning; data-driven control; industrial applications; complex engineering systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Analysis and Applications of Control Systems Theory, 2nd Edition
edited by Quan-Yong Fan
submission deadline 31 Dec 2026 | Viewed by 65 | Submission Open
Keywords: robust control; optimal control; adaptive control; fault-tolerant control; fault detection; switching control; event-triggered control; adaptive dynamic programming; security control; cyber– physical systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Methods and Modeling for Control Theory
edited by
submission deadline 31 Dec 2026 | Viewed by 27 | Submission Open
Keywords: mathematical modeling; dynamics modeling and analysis; adaptive and nonlinear control theory; system stability and performance optimization; data-driven modeling and control; optimal and robust control; artificial intelligence-driven control theory; real-world applications
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Complex System Dynamics and Image Processing
edited by Hao Zhang
submission deadline 1 Jan 2027 | 3 articles | Viewed by 6825 | Submission Open
Keywords: chaos; memristor; dynamics; nonlinear analysis; image encryption; image hiding; steganography; image compression; watermarking
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Research Progress of Probability Statistics
edited by Wanyang Dai
submission deadline 1 Jan 2027 | 2 articles | Viewed by 5122 | Submission Open
Keywords: probability; statistics; stochastics
(This special issue belongs to the Section D1: Probability and Statistics)
Intelligent Algorithms Hybridizing Optimization, Machine Learning, and Simulation: Methods and Applications
edited by , Laura Calvet and
submission deadline 1 Jan 2027 | 2 articles | Viewed by 3716 | Submission Open
Keywords: optimization; artificial intelligence; simulation; statistics and machine learning; hybrid intelligent algorithms; heuristics and metaheuristics; simheuristics and learnheuristics
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Analytical Methods in Wave Scattering and Diffraction, 3rd Edition submission deadline 1 Jan 2027 | 4 articles | Viewed by 2370 | Submission Open
Keywords: waves; scattering; diffraction; radiation; integral equation techniques; asymptotic analysis; metamaterials and periodic structures; electromagnetics; photonics; acoustic waves; elastic waves
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Mathematical Methods in Theoretical Physics
edited by
submission deadline 1 Jan 2027 | 1 articles | Viewed by 976 | Submission Open
Keywords: functional analysis; partial differential equations; special functions; algebraic methods and quantization; quantum field theory; differential and algebraic geometry; group theory and symmetry representations; calculus of variations; numerical algorithms
Advances in Artificial Intelligence Algorithms for Anomaly Detection and Pattern Recognition
edited by
submission deadline 1 Jan 2027 | Viewed by 413 | Submission Open
Keywords: feature extraction; dimensionality reduction; clustering algorithms; artificial intelligence in forensics; forensic AI technologies; multimedia forensic analysis; feature extraction; dimensionality reduction; clustering algorithms; biometric identification
(This special issue belongs to the Section E: Applied Mathematics)
Complex System Modeling and Intelligent Control in Uncertain Environments
edited by
submission deadline 1 Jan 2027 | Viewed by 286 | Submission Open
Keywords: complex system; intelligent control; complex system modeling; intelligent control strategy; machine learning in control; AI in control; intelligent control applications; uncertainty in complex system; uncertainty modeling in complex system
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Learning-Based Control of Networked Systems
edited by Liang Xu
submission deadline 1 Jan 2027 | Viewed by 151 | Submission Open
Keywords: networked control systems; data-driven control; reinforcement learning; system identification; distributed control
(This special issue belongs to the Section E: Applied Mathematics)
Computational Statistics with Applications
edited by
submission deadline 10 Jan 2027 | 3 articles | Viewed by 1231 | Submission Open
Keywords: statistical algorithms; big data; optimization; bayesian computing; machine learning; artificial intelligence; Monte Carlo methods; computational statistics
(This special issue belongs to the Section D1: Probability and Statistics)
Computational Methods in Wireless Communication
edited by
submission deadline 15 Jan 2027 | 6 articles | Viewed by 5915 | Submission Open
Keywords: next-generation wireless communication systems; optimization techniques; convex/non-convex optimization; artificial intelligence applications; deep learning; large language model; stochastic optimization; signal processing; mathematical modelling; statistics applications; quantum computing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Optimization Algorithms, Distributed Computing and Intelligence
edited by Qi Meng
submission deadline 15 Jan 2027 | 2 articles | Viewed by 2782 | Submission Open
Keywords: non-convex optimization; optimization algorithms in deep learning; implicit bias; large-scale optimization; stochastic methods in optimization
(This special issue belongs to the Section E: Applied Mathematics)
Recent Advances in Theory and Practice of Time-Delay Systems Analysis and Control submission deadline 15 Jan 2027 | 3 articles | Viewed by 2111 | Submission Open
Keywords: time-invariant and time-variant delayed systems; delay-varying models and their stability; linear and nonlinear delayed systems; dynamics and stability of systems with retarded and neutral delays; delayed systems described by algebraic-differential equations; exponential; asymptotic; strong; delay-dependent; delay-independent; BIBO; H2; H∞ ; and polynomial stability of time-delay systems; delay-dependent and delay-independent stability; hopf; fold; and pitchfork bifurcation; stability switching; dynamic mode decomposition; eigenvalue analyses; properties of the evolution operator; semi-discretization and full-discretization methods; finite-dimension approximations; filtering and estimation of time-delay systems; switched systems with time delay and event-triggered control; Krasovskii-type and Lyapunov– Razumikhin-type stability and control approaches; new results in controllability and observability of time-delay systems; robust; algebraic; and adaptive control methods and their applications; machine learning principles; reinforcement learning; deep learning in modeling and control; bidirectional associative memory and convolutional neural networks; laboratory and experimental verification; real-life applications in the reign of time-delay systems
(This special issue belongs to the Section C2: Dynamical Systems)
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