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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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Intelligent Transportation Systems: Information, Modeling and Control
edited by , Guanghan Peng and
submission deadline 15 Jan 2027 | Viewed by 354 | 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 161 | 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 7888 | 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 902 | 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 550 | 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 195 | 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)
Theory and Applications of Integrable Systems in Mathematical Physics
edited by
submission deadline 20 Jan 2027 | 1 articles | Viewed by 143 | 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)
Application of Mathematical Method and Models in Dynamic System, 3rd Edition
edited by
submission deadline 20 Jan 2027 | Viewed by 137 | 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)
New Advances in the Mathematical Foundations of Modern Statistical Machine Learning
edited by
submission deadline 27 Jan 2027 | Viewed by 153 | 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 1249 | 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 4042 | 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 1599 | 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 250 | 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 19811 | 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 19381 | 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 13065 | 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 10808 | 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)
Nonlinear Dynamical Systems: Modeling, Control and Applications submission deadline 31 Jan 2027 | 4 articles | Viewed by 10589 | 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)
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 9306 | 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 9180 | 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 9045 | 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 6646 | 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 6304 | 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 5705 | 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)
Mathematical Modelling and Optimization for Sustainable Operations Management, 2nd Edition submission deadline 31 Jan 2027 | 6 articles | Viewed by 4357 | 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 | 2 articles | Viewed by 4331 | Submission Open
Keywords: evolutionary algorithms; metaheuristics; machine learning; Swarm Intelligence; optimization methods
(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 | 3 articles | Viewed by 4012 | 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 3819 | Submission Open
Keywords: computational intelligence; bioinformatics; machine learning; mathematical modeling; biomedical data analysis
(This special issue belongs to the Section E3: Mathematical Biology)
Computational Statistics and Data Analysis, 3rd Edition
edited by
submission deadline 31 Jan 2027 | 5 articles | Viewed by 3467 | 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 Optimization in Machine Learning, Computer Vision, and Data Mining, 2nd Edition
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 3332 | 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)
Recent Advances in Nonlinear Control Theory and System Dynamics
edited by and
submission deadline 31 Jan 2027 | 4 articles | Viewed by 3285 | 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 Innovations in Electrical Engineering: Theory, Methods and Applications submission deadline 31 Jan 2027 | 3 articles | Viewed by 3200 | 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)
Variational Analysis, Optimization, and Equilibrium Problems
edited by and Prasit Cholamjiak
submission deadline 31 Jan 2027 | 3 articles | Viewed by 2894 | 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)
AI-Based and Data-Driven Modeling and Control: Mathematical Methods and Industrial Applications
edited by
submission deadline 31 Jan 2027 | 3 articles | Viewed by 2777 | 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)
Algebraic Geometry and Its Applications submission deadline 31 Jan 2027 | 2 articles | Viewed by 2707 | Submission Open
Keywords: real algebraic geometry; semi-algebraic sets; computational algebraic geometry; robot kinematics; motion planning; configuration spaces; multi-view geometry; three-dimensional reconstruction; visual servoing; grasping and manipulation; singularity analysis; computer vision algorithms; structure from motion; SLAM (simultaneous localization and mapping); pose estimation; polynomial optimization; algebraic vision; geometric deep learning; geometric verification; topological data analysis; robot workspace analysis; camera calibration
(This special issue belongs to the Section A: Algebra and Logic)
Algorithms, Models and Proofs: Advancing Scalability, Sustainability and Security in Large-Scale Computation and Cryptography
edited by and Haodi Wang
submission deadline 31 Jan 2027 | 1 articles | Viewed by 2655 | Submission Open
Keywords: distributed training frameworks; parallel cryptographic computation; efficient model serving; energy-efficient architecture design; low-impact and lightweight cryptography; privacy-preserving llms; post-quantum cryptography; adversarial robustness; algorithmic foundations and modeling; secure multi-party learning; zero-knowledge proofs in AI; hardware-accelerated security; scalable key management; neural architecture search for scalable models
(This special issue belongs to the Section E: Applied Mathematics)
Artificial Intelligence Algorithms in Information Security and Cryptography
edited by Chengsheng Yuan and Zhihua Xia
submission deadline 31 Jan 2027 | 3 articles | Viewed by 2146 | Submission Open
Keywords: artificial intelligence algorithms; information security; cryptography; malware detection; cryptographic key management; network intrusion detection; cryptographic algorithm design; cryptographic protocol design; biometric security; privacy-preserving AI; forensics; adversarial attack; network situational awareness
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Combinatorics, Discrete Mathematics and Graph Theory, 2nd Edition
edited by Jonnathan Rodriguez and
submission deadline 31 Jan 2027 | 5 articles | Viewed by 2130 | 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)
Integration of Statistical Computing and Artificial Intelligence: Theoretical Methods and Empirical Application
edited by and
submission deadline 31 Jan 2027 | 3 articles | Viewed by 1992 | Submission Open
Keywords: statistical computing; artificial intelligence; Bayesian statistics; Monte Carlo; deep learning; neural network; regularization technique; model parameter tuning; feature selection; model selection; adaptive modeling; machine learning; financial risk prediction; price trend prediction; meteorological and climate modeling
(This special issue belongs to the Section D1: Probability and Statistics)
Advances and Applications in Intelligent Computing
edited by , Jiong Lou and Jianxiong Guo
submission deadline 31 Jan 2027 | 1 articles | Viewed by 1963 | Submission Open
Keywords: artificial intelligence algorithms and applications; deep learning and reinforcement learning; mathematical modeling and optimization algorithms; machine learning algorithms and systems; cloud/edge/distributed AI and systems; intelligent control and decision-making; applications in smart cities; education; industry; etc.
(This special issue belongs to the Section E: Applied Mathematics)
Fuzzy Logic and Explainable AI in Mathematical Decision-Making
edited by , and Diego Rubén Rodríguez
submission deadline 31 Jan 2027 | 1 articles | Viewed by 1937 | Submission Open
Keywords: explainable artificial intelligence (XAI); fuzzy logic; decision models; fuzzy clustering; data science; machine learning; human-centered AI; applied decision-making
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Deep Learning and Adaptive Control, 4th Edition
edited by and
submission deadline 31 Jan 2027 | 3 articles | Viewed by 1850 | Submission Open
Keywords: deep learning; CNN; RNN; transformer model; optimization of deep learning; applications of deep learning; reinforcement-learning-based control; applications of reinforcement learning; adaptive iterative learning control; modeling of adaptive systems; design of adaptive controllers; application of adaptive control
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Optimization and Modeling in Spatio-Temporal Data Mining Using Graph Neural Networks
edited by Guangyin Jin and
submission deadline 31 Jan 2027 | 2 articles | Viewed by 1849 | Submission Open
Keywords: spatio-temporal data mining; graph neural networks; dynamic graph modeling; spatio-temporal graph; geographic information systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Statistical Methods and Machine Learning for Medical and Genetic Epidemiology
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 1799 | Submission Open
Keywords: machine learning; artificial intelligence; genetic epidemiology; causal inference; predictive modeling; big-data analytics; biostatistics; precision medicine
(This special issue belongs to the Section D1: Probability and Statistics)
Multimodal Deep Learning and Its Application in Healthcare
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 1757 | Submission Open
Keywords: multimodal learning; deep learning theory; foundation models; optimization; generalization; medical imaging; healthcare AI; mathematical modeling; biomedical data fusion; theoretical machine learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modeling and Numerical Optimization with Its Applications submission deadline 31 Jan 2027 | 2 articles | Viewed by 1620 | Submission Open
Keywords: mathematical modeling; numerical optimization; artificial neural network; operations research; genetic algorithm; linear and nonlinear programming; integer programming; complementary problem; complex networks; experimental data; mathematical epidemiology; optimal control; biological control
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Problems in Financial Fluctuations and Forecasting
edited by Lu Wang
submission deadline 31 Jan 2027 | 2 articles | Viewed by 1348 | Submission Open
Keywords: application of advanced statistical techniques to financial forecasting; computational methods for solving complex financial problems; modeling and forecasting of financial market volatility; high-frequency financial data analysis; statistical inference; risk management; stochastic processes; analysis of financial volatility forecasting integrating computer technology and mathematical models
(This special issue belongs to the Section E5: Financial Mathematics)
Theory and Application of Difference and Differential Equations in Life Sciences
edited by , Ming Liu and Xiaofeng Xu
submission deadline 31 Jan 2027 | 2 articles | Viewed by 1238 | Submission Open
Keywords: difference equations; differential equations; stochastic differential equations; stability; bifurcations
(This special issue belongs to the Section C1: Difference and Differential Equations)
Advances in Time Series Forecasting with Applications submission deadline 31 Jan 2027 | 1 articles | Viewed by 1234 | Submission Open
Keywords: time series forecasting; machine learning for forecasting; deep learning for forecasting; conformal prediction in forecasting; forecast explainability; data-driven forecasting; real-world forecasting applications; hybrid forecasting models
(This special issue belongs to the Section D1: Probability and Statistics)
Ensemble Evolutionary Algorithms and Machine Learning for Solving Complex Optimization and Scheduling Problems, 2nd Edition
edited by , and Yaping Fu
submission deadline 31 Jan 2027 | 1 articles | Viewed by 1190 | Submission Open
Keywords: multi-objective; multi-task; and multi-constraint optimization; large-scale global optimization; ensemble swarm and evolutionary algorithms with machine learning algorithms; learning-based meta-heuristics; production scheduling problems; energy-efficiency scheduling problems; traffic signal control; optimization; and scheduling; vehicle routing problems; unmanned vehicles/unmanned surface vessels task assignment and routing planning; project scheduling; grid/cloud scheduling; scheduling and optimization in smart city; scheduling and optimization in smart building and home; scheduling and optimization in sustainability systems; new real-world and innovative applications of ensemble with machine learning algorithms
(This special issue belongs to the Section E: Applied Mathematics)
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