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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 Tensor Decomposition and Adaptive Filtering Methods for Nonlinear Systems submission deadline 31 Dec 2026 | Viewed by 132 | 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)
Advances in Mathematical Programming for Optimization Algorithms
edited by and
submission deadline 31 Dec 2026 | Viewed by 129 | 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)
Mathematical Foundations and High-Performance Algorithms for Advanced Image Analysis
edited by Arashdeep Kaur
submission deadline 31 Dec 2026 | Viewed by 124 | 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 120 | 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)
Optimization Algorithms for Data Analytics and Machine Learning
edited by
submission deadline 31 Dec 2026 | Viewed by 114 | 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)
Artificial Intelligence-Based Decision Making Models
edited by Malik Jamal Musa Haddad
submission deadline 31 Dec 2026 | Viewed by 113 | 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)
Advances in Time Series Analysis in Health
edited by
submission deadline 31 Dec 2026 | Viewed by 112 | 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)
Mathematics in Forecasting and Bio-Inspired Algorithms
edited by Jose Manuel Velasco Cabo
submission deadline 31 Dec 2026 | Viewed by 110 | 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)
New Trends in Medical Signal Processing, Computer Vision, and Multimodal AI for Healthcare
edited by
submission deadline 31 Dec 2026 | Viewed by 110 | 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)
Mathematical Modeling and Analysis in Mining Engineering, 2nd Edition
edited by Lin Bi
submission deadline 31 Dec 2026 | Viewed by 94 | 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 81 | 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 59 | 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 6 | 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 6786 | 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 5101 | 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 3677 | 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 2299 | 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 967 | 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 405 | 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 281 | 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 142 | 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 | 2 articles | Viewed by 1197 | 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 5854 | 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 2763 | 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 2082 | 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 1818 | 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 981 | Submission Open
Keywords: image processing; video processing; AIGC; mathematical theory
(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 346 | 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)
From Neural Learning to Symbolic Reasoning: Hybrid Approaches in Artificial Intelligence submission deadline 15 Jan 2027 | Viewed by 146 | 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)
Mathematical Models for Fault Detection and Diagnosis
edited by Jinsong Yang
submission deadline 20 Jan 2027 | 4 articles | Viewed by 7812 | 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 | 1 articles | Viewed by 875 | 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 | 1 articles | Viewed by 530 | 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)
Advances in Quantum Information Geometry: Mathematical Methods, Quantum States, and Emerging Applications submission deadline 20 Jan 2027 | Viewed by 182 | 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 129 | 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)
Theory and Applications of Integrable Systems in Mathematical Physics
edited by
submission deadline 20 Jan 2027 | Viewed by 106 | 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)
New Advances in the Mathematical Foundations of Modern Statistical Machine Learning
edited by
submission deadline 27 Jan 2027 | Viewed by 145 | 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 | 3 articles | Viewed by 1194 | 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 4002 | 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 | 2 articles | Viewed by 1564 | 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)
Decision-Making, Artificial Intelligence and Data Analytics in Logistics and Scheduling
edited by and Yangming Zhou
submission deadline 30 Jan 2027 | Viewed by 245 | 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 | 7 articles | Viewed by 19626 | 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 19279 | 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 | 5 articles | Viewed by 13003 | Submission Open
Keywords: mathematical modelling; statistical physics; econophysics; economics and finance
(This special issue belongs to the Section E5: Financial Mathematics)
Advances in Machine Learning and Deep Learning: Innovations and Applications
edited by
submission deadline 31 Jan 2027 | 5 articles | Viewed by 10731 | 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 9151 | 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 | 4 articles | Viewed by 9116 | 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 8936 | 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 6578 | 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 6261 | 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 5630 | 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)
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