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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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Time Series Analysis: Methods and Applications submission deadline 1 Jan 2027 | 4 articles | Viewed by 2989 | Submission Open
Keywords: time series analysis; nonlinear and non-stationary processes; multivariate time series; functional time series; robust and semiparametric methods; stochastic process modeling; Bayesian inference and Bayesian control charts; machine learning and deep learning for time series; forecasting and prediction; epidemiological and SEIRD/SEIRDV models; public health surveillance; financial and economic time series; industrial statistics and quality control; profile monitoring; high-dimensional and spatio-temporal data; missing and contaminated data; longitudinal and survival data; operations research and optimization; risk modeling and economic capital models
(This special issue belongs to the Section D1: Probability and Statistics)
Advanced Mathematical Methods in Theoretical Physics
edited by
submission deadline 1 Jan 2027 | 1 articles | Viewed by 1181 | 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 | 1 articles | Viewed by 1001 | 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 403 | 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 285 | 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 1986 | 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)
Statistical and Stochastic Models in Epidemiology
edited by Babak Jamshidi
submission deadline 10 Jan 2027 | Viewed by 421 | Submission Open
Keywords: infectious disease dynamics; stochastic modelling; epidemiological models; bayesian inference; predictive machine learning methods
(This special issue belongs to the Section D1: Probability and Statistics)
Computational Methods in Wireless Communication
edited by
submission deadline 15 Jan 2027 | 7 articles | Viewed by 7283 | 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 3109 | 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 | 4 articles | Viewed by 3068 | 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)
Artificial Intelligence and the Quantitative Management of Financial Risk
edited by
submission deadline 15 Jan 2027 | 3 articles | Viewed by 2705 | Submission Open
Keywords: financial risk; quantitative finance; artificial intelligence; complex networks; machine learning; risk resilience; risk early warning
(This special issue belongs to the Section E5: Financial Mathematics)
Mathematical Foundations and Innovations in Advanced Image and Video Processing
edited by
submission deadline 15 Jan 2027 | 1 articles | Viewed by 1181 | Submission Open
Keywords: image processing; video processing; AIGC; mathematical theory
(This special issue belongs to the Section E1: Mathematics and Computer Science)
From Neural Learning to Symbolic Reasoning: Hybrid Approaches in Artificial Intelligence submission deadline 15 Jan 2027 | 1 articles | Viewed by 662 | Submission Open
Keywords: neuro-symbolic AI; hybrid artificial intelligence; explainable AI; knowledge representation; automated reasoning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Intelligent Transportation Systems: Information, Modeling and Control
edited by , Guanghan Peng and
submission deadline 15 Jan 2027 | Viewed by 464 | Submission Open
Keywords: mathematical models; V2X; automated driving; car following model; transportation information and control
(This special issue belongs to the Section E: Applied Mathematics)
Models in Population Dynamics, Ecology and Evolution, 2nd Edition submission deadline 15 Jan 2027 | Viewed by 103 | Submission Open
Keywords: mathematical modelling; biological systems; ecology; evolution; population dynamics; climate change; tipping points and early warning signals; modelling techniques; life sciences; theoretical biology; theory-empirical integration; spatial and temporal dynamics
(This special issue belongs to the Section E3: Mathematical Biology)
Mathematical Models for Fault Detection and Diagnosis
edited by Jinsong Yang
submission deadline 20 Jan 2027 | 7 articles | Viewed by 9738 | Submission Open
Keywords: mathematical models; fault detection; diagnosis; computational methods; system reliability; failure analysis; structural health monitoring; damage detection
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Modeling for Economics and Finance: Probability, Stochastic Processes, and Differential Equations
edited by and Panyu Wu
submission deadline 20 Jan 2027 | 2 articles | Viewed by 1546 | Submission Open
Keywords: backward stochastic differential equations; nonlinear expectation; mean-field games; asset pricing models; risk management; portfolio optimization
(This special issue belongs to the Section D1: Probability and Statistics)
Evolutionary Algorithms for Engineering Optimization, Fuzzy Control, and Decision Systems submission deadline 20 Jan 2027 | 2 articles | Viewed by 1169 | Submission Open
Keywords: evolutionary algorithms; engineering optimization; fuzzy control; decision systems; metaheuristics; bio-inspired optimization; swarm intelligence; multi-objective optimization; uncertainty modeling; soft computing
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Theory and Applications of Integrable Systems in Mathematical Physics
edited by
submission deadline 20 Jan 2027 | 1 articles | Viewed by 643 | Submission Open
Keywords: symmetries; Hamiltonian structure; soliton solutions; random matrices; symmetric functions; algebro-geometric solutions; breather solutions; rogue waves; Hitchin systems
(This special issue belongs to the Section E4: Mathematical Physics)
Advances in Quantum Information Geometry: Mathematical Methods, Quantum States, and Emerging Applications submission deadline 20 Jan 2027 | Viewed by 319 | Submission Open
Keywords: quantum geometry; quantum geometric tensor; quantum metric tensor; Berry curvature; quantum metrology; quantum phase transitions; condensed matter theory; topological phases; geometric phases; quantum entanglement; holonomic quantum computation
(This special issue belongs to the Section E: Applied Mathematics)
Application of Mathematical Method and Models in Dynamic System, 3rd Edition
edited by
submission deadline 20 Jan 2027 | Viewed by 244 | Submission Open
Keywords: mathematical models; dynamic systems; bifurcations; chaotic behavior; controllability; integrability; numerical methods; numerical simulations; stability
(This special issue belongs to the Section C2: Dynamical Systems)
Optimization, Control and Modeling in Robotics and Vehicle Dynamics submission deadline 21 Jan 2027 | Viewed by 265 | Submission Open
Keywords: mathematical modeling; robotics; autonomous vehicles; optimal control; adaptive control; robust control; feedback control; predictive control; intelligent control; multi-agent control
(This special issue belongs to the Section E2: Control Theory and Mechanics)
New Advances in the Mathematical Foundations of Modern Statistical Machine Learning
edited by
submission deadline 27 Jan 2027 | Viewed by 248 | Submission Open
Keywords: statistical learning theory; singular learning theory; category-theoretic machine learning; morphisms and isomorphisms in learning; sheaf theory and topology; deep learning theory; information geometry; the ninefold path to SML; representation learning; algebraic statistics
(This special issue belongs to the Section D1: Probability and Statistics)
Recent Advances in Stochastic Processes and Their Applications submission deadline 29 Jan 2027 | 4 articles | Viewed by 2690 | Submission Open
Keywords: stochastic covariance; mathematical finance; mathematical insurance; continuous-time process; discrete-time process; financial portfolio management; fractional processes; exotic derivative pricing
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical and Computational Methods for Electrical Engineering
edited by and Hiroshi Saito
submission deadline 30 Jan 2027 | 2 articles | Viewed by 4712 | Submission Open
Keywords: artificial intelligence; signal processing; power systems; smart grids; fault diagnosis; data-driven modeling; predictive maintenance; digital twin
(This special issue belongs to the Section E: Applied Mathematics)
Fuzzy Decision-Making and Risk Analysis in Transportation and Supply Chain Systems submission deadline 30 Jan 2027 | 3 articles | Viewed by 3096 | Submission Open
Keywords: multiple criteria decision-making (MCDM); multiple attribute decision theory; decision analysis; single/hybrid MCDM methods; fuzzy MCDM methods; fuzzy set theory; fuzzy logic; transportation; distribution planning; optimization algorithm; soft computing in logistics research; supply chain/logistics management strategies and techniques; multimodal transportation; decision support system; expert system; supply chain performance management; modelling and simulation of logistics and supply systems; logistics and supply chain modelling; green supply chain; sustainability transportation systems
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Geometry Meets PDE: Analysis and Applications
edited by
submission deadline 30 Jan 2027 | 1 articles | Viewed by 971 | Submission Open
Keywords: geometric analysis; geometric flows; curvature equations; conformal geometry; riemannian geometry; complex geometry; elliptic PDEs; general relativity; geometric topology
(This special issue belongs to the Section B: Geometry and Topology)
Decision-Making, Artificial Intelligence and Data Analytics in Logistics and Scheduling
edited by and Yangming Zhou
submission deadline 30 Jan 2027 | Viewed by 340 | Submission Open
Keywords: decision-making; artificial intelligence; data analytics; logistics; scheduling; optimization; machine learning; supply chain management; optimization under uncertainty
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advances in Differential Dynamical Systems with Applications to Economics and Biology, 3rd Edition submission deadline 31 Jan 2027 | 9 articles | Viewed by 23369 | Submission Open
Keywords: dynamical systems; time delay; stability; bifurcation analysis in economic and biological systems; chaotic behavior; population dynamics; reaction–diffusion systems; economic dynamics; fractional order systems; numerical methods; numerical simulations
(This special issue belongs to the Section C2: Dynamical Systems)
Advanced Image Processing and Computational Intelligence: Methodologies and Applications
edited by Qi Zhang and Jianhang Zhou
submission deadline 31 Jan 2027 | 9 articles | Viewed by 20933 | Submission Open
Keywords: machine learning; image processing; pattern recognition; computational intelligence; deep learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Advances in Mathematical Economics and Financial Modelling
edited by Fernando Henrique Antunes De Araújo
submission deadline 31 Jan 2027 | 7 articles | Viewed by 15918 | Submission Open
Keywords: mathematical modelling; statistical physics; econophysics; economics and finance
(This special issue belongs to the Section E5: Financial Mathematics)
Nonlinear Dynamical Systems: Modeling, Control and Applications submission deadline 31 Jan 2027 | 5 articles | Viewed by 11911 | Submission Open
Keywords: applied mathematics; biological, biochemical, and physiological systems; biomathematics and biostatistics; chaos; compact invariant sets; computational methods in control; control theory; ordinary differential equations; electronic and mechanical systems; in silico experimentation; mathematical and computational modeling; nonlinear control theory; nonlinear dynamical systems; nonlinear observers; stability and asymptotic stability theory; synchronization
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Machine Learning and Deep Learning: Innovations and Applications
edited by
submission deadline 31 Jan 2027 | 5 articles | Viewed by 11895 | Submission Open
Keywords: machine learning algorithms; deep learning architectures; artificial intelligence applications; neural networks; supervised learning; unsupervised learning; reinforcement learning; computer vision; natural language processing; speech recognition; data mining techniques; model optimization; big data analytics; explainable AI
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Structural Networks for Image Application
edited by Chunwei Tian, Shuai Wu, , Yinbo Yu and Xin Wang
submission deadline 31 Jan 2027 | 6 articles | Viewed by 11595 | Submission Open
Keywords: deep learning,; deep networks; image processing; optimization methods; statistical methods
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Deep Neural Network: Theory, Algorithms and Applications
edited by
submission deadline 31 Jan 2027 | 5 articles | Viewed by 10903 | Submission Open
Keywords: deep neural networks; computer vision; natural language processing; autonomous systems; optimization algorithm; XAI; application
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computational Approaches in Computer Science: Methods, Algorithms, and Applications
edited by
submission deadline 31 Jan 2027 | 6 articles | Viewed by 10750 | Submission Open
Keywords: artificial intelligence (AI); machine learning; computational complexity; optimization; data structures; computational mathematics; formal methods; testing methods; high-performance computing (HPC)
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modelling and Computational Methods in Real-World Applications
edited by and
submission deadline 31 Jan 2027 | 8 articles | Viewed by 7780 | Submission Open
Keywords: information security; machine learning; mathematical models; security and privacy; privacy-enhancing technologies
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Models and Methods in Computational Social Science
edited by Ye Wu, Lin Zhang and Xiaofan Liu
submission deadline 31 Jan 2027 | 2 articles | Viewed by 7102 | Submission Open
Keywords: computational methods; social robots; agent-based modeling; social network analysis; mathematical modeling; complex systems; big data analytics; opinion dynamics; quantitative social science
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Future Technologies and Models for Integrated Transportation and Intelligent Transportation Networks
edited by Chenyu Huang, and Trung Thanh Nguyen
submission deadline 31 Jan 2027 | 3 articles | Viewed by 6379 | Submission Open
Keywords: intelligent transportation systems; multimodal transportation; transportation network; algorithms; mathematical methods; optimization; data fusion; machine learning; edge computing; digital twins
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Statistics and Data Analysis, 3rd Edition
edited by
submission deadline 31 Jan 2027 | 7 articles | Viewed by 5530 | Submission Open
Keywords: bootstrapping; classification; data analytical strategies and methodologies applied in biostatistics; dimension reduction of high-dimensional data analysis; large-scale inference for Gaussian graphical models and covariance estimation; longitudinal/panel data analysis; massive networks; medical statistics; nonparametric and semiparametric models; optimal portfolio; robust statistics; statistical methodology and computing for data analysis; statistical methodology and computing for noise data, such as measurement error data, missing data etc.; sufficient dimension reduction methods in regression analysis variable/model selection for high-dimensional data
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Modelling and Optimization for Sustainable Operations Management, 2nd Edition submission deadline 31 Jan 2027 | 6 articles | Viewed by 5407 | Submission Open
Keywords: mathematical programming; supply chain optimization; multicriteria optimization; dynamic programming and optimization; stochastic programming and optimization; optimization algorithms; game theory; sustainable operations research; green logistics and transportation
(This special issue belongs to the Section D: Statistics and Operational Research)
Recent Advances in Swarm Intelligence Algorithms: Optimization and Application
edited by
submission deadline 31 Jan 2027 | 3 articles | Viewed by 5182 | Submission Open
Keywords: evolutionary algorithms; metaheuristics; machine learning; Swarm Intelligence; optimization methods
(This special issue belongs to the Section E: Applied Mathematics)
Recent Advances in Nonlinear Control Theory and System Dynamics
edited by and
submission deadline 31 Jan 2027 | 7 articles | Viewed by 4932 | Submission Open
Keywords: dynamics modeling and analysis of nonlinear systems; nonlinear control theory; stability analysis; analysis and control of fractional systems; chaos control and synchronization; system stability and performance optimization; robot control theory; multiphysics field coupling control; artificial intelligence-driven control theory
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Analysis: Theory, Methods and Applications
edited by and Timothy E. Faver
submission deadline 31 Jan 2027 | 4 articles | Viewed by 4838 | Submission Open
Keywords: analysis; partial differential equations; functional analysis; calculus of variations; applied mathematics
(This special issue belongs to the Section E: Applied Mathematics)
Computational Intelligence for Bioinformatics
edited by Xiaoquan Su and Min Li
submission deadline 31 Jan 2027 | 3 articles | Viewed by 4817 | Submission Open
Keywords: computational intelligence; bioinformatics; machine learning; mathematical modeling; biomedical data analysis
(This special issue belongs to the Section E3: Mathematical Biology)
AI-Based and Data-Driven Modeling and Control: Mathematical Methods and Industrial Applications
edited by
submission deadline 31 Jan 2027 | 7 articles | Viewed by 4499 | Submission Open
Keywords: AI-based optimization; industrial process control; data-driven modeling and control; model-based reinforcement learning; AI-integrated control frameworks; network-constrained systems; physics-informed neural networks; uncertainty quantification and propagation; nonlinear and complex system modeling and control; real-time optimization and control
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Innovations in Electrical Engineering: Theory, Methods and Applications submission deadline 31 Jan 2027 | 3 articles | Viewed by 3924 | Submission Open
Keywords: mathematical modeling in electrical engineering; power systems stability and control; state estimation of electrical systems; power electronics; electrical machines and drives; optimization methods applied to power systems; numerical analysis in electrical engineering; microgrids modeling, simulation and design; smart grids and renewable energy; AI in power systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Optimization in Machine Learning, Computer Vision, and Data Mining, 2nd Edition
edited by
submission deadline 31 Jan 2027 | 2 articles | Viewed by 3815 | Submission Open
Keywords: mathematical optimization; machine learning; computer vision; image restoration; image enhancement; pattern recognition; data mining; convergence rate; theoretical bounds; time complexity; execution time; memory consumption; algorithm performance; domain-specific problems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Variational Analysis, Optimization, and Equilibrium Problems
edited by and Prasit Cholamjiak
submission deadline 31 Jan 2027 | 4 articles | Viewed by 3654 | Submission Open
Keywords: variational analysis; convex optimization; nonconvex optimization; bilevel optimization problems; variational inequality; equilibrium problem; mixed equilibrium problem; monotone operator theory; fixed point theory; saddle point problem; generalized differentiation; non-smooth and set-valued analysis; duality theory; proximal and operator-splitting methods; multi-objective and stochastic optimization; numerical algorithms; applications in machine learning and engineering; data classification; data prediction; image processing; signal processing; extreme learning machine; deep machine learning; non-expansive mappings; quasi-non-expansive mappings; demi-contractive mappings, family of non-expansive mappings; inertial technique; double interial algorithms; minimization problem; inclusion problems
(This special issue belongs to the Section C1: Difference and Differential Equations)
Advances in Combinatorics, Discrete Mathematics and Graph Theory, 2nd Edition
edited by Jonnathan Rodriguez and
submission deadline 31 Jan 2027 | 7 articles | Viewed by 3590 | Submission Open
Keywords: algebraic graph theory; spectral graph theory; structural graph theory; combinatorics and graph theory; matrix theory; topological indices of graphs; extremal problems in graphs; inverse eigenvalue problems; graph coloring; chemical graph theory
(This special issue belongs to the Section A: Algebra and Logic)
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