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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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Applied Mathematics and Intelligent Control in Electrical Engineering submission deadline 30 Jan 2026 | 13 articles | Viewed by 28755 | Submission Open
Keywords: applied mathematics; mathematical modelling; numerical methods; numerical simulation; electrical engineering; electrical machines; electrical drive systems; artificial intelligence; power electronics; industrial applications; special electric drives; control of electric vehicles; energy systems; robotic systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Intelligence in Management Science and Finance
edited by
submission deadline 30 Jan 2026 | 3 articles | Viewed by 16857 | Submission Open
(This special issue belongs to the Section E5: Financial Mathematics)
Graph Theory and Applications, 3rd Edition
edited by
submission deadline 30 Jan 2026 | 10 articles | Viewed by 7422 | Submission Open
Keywords: graph theory; biology; computer science; complex and social networks; engineering
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Dynamic Analysis and Decision-Making in Complex Networks
edited by Dun Han
submission deadline 30 Jan 2026 | 7 articles | Viewed by 3803 | Submission Open
Keywords: complex networks; dynamic systems; network decision-making; evolutionary game theory; diffusion and propagation; multi-agent systems; stability and control; network optimization; multilayer networks; data-driven modeling
(This special issue belongs to the Section E: Applied Mathematics)
Current Research in Biostatistics, 2nd Edition submission deadline 30 Jan 2026 | 1 articles | Viewed by 1660 | Submission Open
Keywords: diagnostic models; causal inference; computational biostatistics; measures of association; prognostic models
(This special issue belongs to the Section E3: Mathematical Biology)
Stochastic Differential Equations and Applications
edited by Ioannis S. Stamatiou and Christos P. Kitsos
submission deadline 30 Jan 2026 | 2 articles | Viewed by 838 | Submission Open
Keywords: stochastic differential equations; numerical methods for stochastic differential equations; stochastic processes; mathematical finance
(This special issue belongs to the Section C1: Difference and Differential Equations)
Low-Quality Multimodal Data Fusion: Methodologies and Applications
edited by , and Boxiang Dong
submission deadline 30 Jan 2026 | 1 articles | Viewed by 657 | Submission Open
Keywords: low-quality multimodal data fusion and analysis; data availability theory for multimodal data; multimodal feature learning; incomplete multimodal data fusion; few-shot cross-modal retrieval; domain adaption and transfer learning; meta learning for low-quality multimodal data; deep neural networks for low-quality multimodal data; graph theory for low-quality multimodal data; knowledge discovery for low-quality multimodal data; AI methods for multimodal data; industrial applications based on low-quality multimodal data fusion; medical applications based on low-quality multimodal data fusion; other advanced applications based on low-quality multimodal data fusion
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Control Systems for Intelligent and Resilient Engineering Applications
edited by , , Meisam Babaie and Farhad Salek
submission deadline 30 Jan 2026 | Viewed by 335 | Submission Open
Keywords: intelligent and nonlinear control methods; adaptive and robust control; machine learning in control systems; control applications in industry 4.0/5.0; digital twins and predictive control; cyber– physical and embedded control systems; human-centric and collaborative automation; multi-agent and distributed control; control strategies for renewable energy systems; fuzzy logic; neural networks; and hybrid control techniques
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Artificial Intelligence: Deep Learning and Computer Vision submission deadline 31 Jan 2026 | 9 articles | Viewed by 17219 | Submission Open
Keywords: artificial intelligence; deep learning; computer vision; image classification; image segmentation; image restoration; robot or vehicle autonomous navigation; image-based deep reinforcement learning; generative deep models; computational methods for computer vision; intelligent systems; optimization algorithms for computer vision
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Fuzzy Decision Theory and Applications, 2nd Edition
edited by and
submission deadline 31 Jan 2026 | 6 articles | Viewed by 16442 | Submission Open
Keywords: fuzzy theory; fuzzy decision theory and method; decision making; multicriteria decision making; group decision making; engineering and scientific applications
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advances in Switched Systems and Control Theory: Theory and Application
edited by Ben Niu, Yonggui Kao, Yuanxin Li and Xin Wang
submission deadline 31 Jan 2026 | 11 articles | Viewed by 15265 | Submission Open
Keywords: switched system; switched nonlinear MASs; stochastic switched systems; cyber-physical systems; consensus tracking control; intelligent control technique; adaptive control; network attacks
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Dynamic Modeling and Simulation for Control Systems, 3rd Edition
edited by , Gabriel Frumusanu and
submission deadline 31 Jan 2026 | 8 articles | Viewed by 15070 | Submission Open
Keywords: mathematical modeling; numerical simulation; optimization algorithms; control systems; time response analysis; time-delay systems; feedback control; networked control; stochastic control; fault detection; robust control; adaptive control; frequency response analysis; stability analysis; fuzzy logic; data acquisition; neural networks; artificial intelligence; mechanical and electrical interaction; physical engineering design
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Modeling and Numerical Analysis with Applications in Various Fields
edited by Irina G. Nizovtseva
submission deadline 31 Jan 2026 | 10 articles | Viewed by 14506 | Submission Open
Keywords: mathematical modeling; analytical solutions; numerical analysis; aproximation; multiscale problems; stability; convergence; complexity
(This special issue belongs to the Section E: Applied Mathematics)
Chaotic Systems and Their Applications, 2nd Edition
edited by and
submission deadline 31 Jan 2026 | 8 articles | Viewed by 11945 | Submission Open
(This special issue belongs to the Section C2: Dynamical Systems)
Data Hiding, Steganography and Its Application
edited by and
submission deadline 31 Jan 2026 | 5 articles | Viewed by 11620 | Submission Open
Keywords: steganography; steganalysis; watermarking; data hiding; multimedia; social nnetwork; image processing
(This special issue belongs to the Section E: Applied Mathematics)
The Delay Differential Equations and Their Applications
edited by Hebatallah J. Alsakaji and
submission deadline 31 Jan 2026 | 4 articles | Viewed by 9715 | Submission Open
Keywords: bifurcation; fractional-order; epidemic models; Lyapunov functionals; predator– prey model; sensitivity; stability; stationary distribution; stochastic perturbations; time delays
(This special issue belongs to the Section C1: Difference and Differential Equations)
Finite-Time/Fixed-Time Stability and Control of Dynamical Systems
edited by and
submission deadline 31 Jan 2026 | 7 articles | Viewed by 9591 | Submission Open
Keywords: finite-time stability; fixed-time stability; finite-time synchronization; fixed-time synchronization; neural networks; complex networks; multi-agent systems; time-delay systems; control theory; control engineering
(This special issue belongs to the Section C2: Dynamical Systems)
Advances in Nonlinear Analysis: Theory, Methods and Applications
edited by Ivan P. Jordanov
submission deadline 31 Jan 2026 | 6 articles | Viewed by 9214 | Submission Open
Keywords: complex systems; mathematical modelling; agent models; nonlinear dynamics; nonlinear PDEs; nonlinear analysis; mathematical economics; financial mathematics
(This special issue belongs to the Section E: Applied Mathematics)
Financial Mathematics, 3rd Edition
edited by
submission deadline 31 Jan 2026 | 3 articles | Viewed by 8540 | Submission Open
Keywords: financial mathematics; bonds and interest rates dynamics; asset allocation and portfolio theory; derivatives and option pricing; credit and sovereign risks; socially responsible investments; performance evaluation of mutual funds; data envelopment analysis; machine learning algorithms; neural networks
(This special issue belongs to the Section E5: Financial Mathematics)
Machine Learning and Statistical Learning with Applications
edited by , Zecheng Zhang and
submission deadline 31 Jan 2026 | 4 articles | Viewed by 8087 | Submission Open
Keywords: ML and SL model algorithm developments; ML and SL applications for predictive science and engineering; physics-informed neural network model development and applications; operator learning model development and applications; ML algorithms and approaches to handling out-of-distribution; data imbalance; data fusion; etc.; federated learning algorithm development and applications; differential privacy-based ML algorithm development and applications; uncertainty quantification for ML and SL algorithms and applications; large-language model development and applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Method for Artificial Intelligence and Mobile Edge Computing
edited by and Yao Zhang
submission deadline 31 Jan 2026 | 2 articles | Viewed by 6350 | Submission Open
Keywords: artificial intelligence; mobile edge computing; deep-learning algorithm; framework design and optimization; networking architectures
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical and Computational Methods in Financial and Risk Forecasting
edited by , Shu-Ping Lin and
submission deadline 31 Jan 2026 | 2 articles | Viewed by 6112 | Submission Open
Keywords: machine learning; cryptocurrency; financial risk forecasting; derivative pricing; portfolio optimization; computational finance; artificial intelligence; intelligent banking and finance; digital asset management
(This special issue belongs to the Section E5: Financial Mathematics)
New Advances in Nonlinear Dynamics Theory and Applications
edited by , and
submission deadline 31 Jan 2026 | 4 articles | Viewed by 4941 | Submission Open
Keywords: nonlinear dynamics theory and its applications; differential equations and difference equations; chaotic systems; mathematical modeling of complex systems and networks; optimization; balance; and stability analysis; nonlinear circuits and memristors; system synchronization and control
(This special issue belongs to the Section C2: Dynamical Systems)
Numerical Methods Applied to Mathematical Problems submission deadline 31 Jan 2026 | 4 articles | Viewed by 4912 | Submission Open
Keywords: computational mathematics; error analysis; interval analysis; numerical algorithms; numerical analysis; numerical methods; numerical stability; optimization; ordinary differential equations; partial differential equations
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Methods in Machine Learning, Neural Networks and Computer Vision
edited by Zhaoxian Zhou
submission deadline 31 Jan 2026 | 3 articles | Viewed by 4582 | Submission Open
Keywords: machine learning; deep learning; neural networks; image processing; pattern recognition; computer vision; mathematical methods; optimization algorithms; statistical models; autonomous systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Application of Mathematical Analysis and Theory to Robotics submission deadline 31 Jan 2026 | 1 articles | Viewed by 4382 | Submission Open
Keywords: higher-order kinematics; Lie algebra; screw theory; Euclidean group; polynomial equation reduction; elimination methods in kinematics; path planning trajectory; symbolic computation; closed-form solutions; topology optimization; software development; robot stability; computational geometry in robotics; robot singularities; parametrization; synthesis; Monte Carlo methods
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Spectral Theory of Tensors, Tensor (Rank) Decompositions, and Their Applications
edited by Tan Zhang and Shenglong Hu
submission deadline 31 Jan 2026 | 4 articles | Viewed by 4342 | Submission Open
Keywords: tensor eigenvalues; tensor ranks; tensor decompositions; spectral hypergraph theory; positive semi-definite programming; higher-order Markov chains
(This special issue belongs to the Section A: Algebra and Logic)
Advances in Machine Learning and Graph Neural Networks
edited by , and Sebastián Salazar-Colores
submission deadline 31 Jan 2026 | 3 articles | Viewed by 4334 | Submission Open
Keywords: machine learning (ML); graph neural networks (GNNs); engineering solutions; optimization; biomedical applications; decision-making processes; visual analysis; pattern detection; electrical systems; energy system efficiencies
(This special issue belongs to the Section E: Applied Mathematics)
Recent Advances in Scientific Computing & Applications submission deadline 31 Jan 2026 | 4 articles | Viewed by 4332 | Submission Open
Keywords: classical and quantum computing; classical and quantum computer interactions; application development technology; artificial intelligence; research methodology; dynamic control; evolutionary systems involved in dynamic systems; model finding; simulation and identification; algorithm synthesis; conceptual and theoretical frameworks
(This special issue belongs to the Section E: Applied Mathematics)
Current Topics in Evolutionary Computation and Multi-Objective Optimization
edited by Wenhua Li and Kaiwen Li
submission deadline 31 Jan 2026 | 3 articles | Viewed by 4330 | Submission Open
Keywords: evolutionary algorithms; multi-objective optimization; optimization techniques; theoretical analysis; real-world applications
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Nonlinear Dynamics, Chaos, and Mathematical Physics
edited by Masoud Asadi-Zeydabadi
submission deadline 31 Jan 2026 | 4 articles | Viewed by 4186 | Submission Open
Keywords: control systems; robotics; chaos; dynamics; signal processing; data analysis; topology
(This special issue belongs to the Section C2: Dynamical Systems)
Machine Learning in Computational Complex Systems
edited by Duxin Chen
submission deadline 31 Jan 2026 | 3 articles | Viewed by 3751 | Submission Open
Keywords: computational complex systems; machine learning; distributed control and optimization; decentralized learning; robust optimization and privacy protection in computational complex systems; time series analysis in computational complex systems; applications of computational complex systems
(This special issue belongs to the Section E3: Mathematical Biology)
Advances in Nonlinear Differential Equations with Applications
edited by Wei-Chuan Wang and
submission deadline 31 Jan 2026 | 5 articles | Viewed by 3702 | Submission Open
Keywords: nonlinear differential equations; the existence result; the classification of solutions; applications in management
(This special issue belongs to the Section C1: Difference and Differential Equations)
Advanced Research in Fuzzy System and Neural Networks
edited by Fernando Gaxiola
submission deadline 31 Jan 2026 | 2 articles | Viewed by 3457 | Submission Open
Keywords: fuzzy logic; fuzzy systems; feed forward neural network; multilayer perception; convolutional neural network; recurrent neural network; LSTM— long short-term memory network; sequence to sequence models; modular neural network; neuro-fuzzy networks; application of soft computing models
(This special issue belongs to the Section E: Applied Mathematics)
Application of Multiple Criteria Decision Analysis submission deadline 31 Jan 2026 | 4 articles | Viewed by 3310 | Submission Open
Keywords: decision making; decision analysis; decision support systems; negotiation and group decision; real world applications; applications of MCDM; non-classical MCDM methods; decision rules; theories and methodologies; modelling and simulation; modelling of MCDM; fuzzy sets and MCDM; fuzziness in MCDM; uncertainty; soft computing; algorithms; operational research; multi-objective optimization; metaheuristics; sustainable development; management; assessment; or selection; innovation
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Numerical Modeling and Mathematical Optimization in Structural Mechanics submission deadline 31 Jan 2026 | 1 articles | Viewed by 3158 | Submission Open
Keywords: numerical modeling; mathematical optimization; structural mechanics; finite element analysis; sustainable design; topology optimization; structural health monitoring; computational mechanics; nonlinear analysis; machine learning; stochastic modeling
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Stochastic Control and Optimal Stopping with Applications in Economics and Finance
edited by
submission deadline 31 Jan 2026 | 2 articles | Viewed by 3136 | Submission Open
Keywords: stochastic control; optimal stopping times; funding for high-tech startups; venture capital; financial contracting; asset pricing; real options; corporate finance; machine learning for finance; mathematical finance; finance theory
(This special issue belongs to the Section E5: Financial Mathematics)
Numerical Methods in Multiphase Flow with Heat and Mass Transfer
edited by Lin Zheng
submission deadline 31 Jan 2026 | 2 articles | Viewed by 3090 | Submission Open
Keywords: computational fluid dynamics; microscopic/mesoscopic method; multiscale modeling; droplet dynamics; gas– liquid/liquid– liquid flows; fluid– solid interactions; miscible and immiscible multicomponent flows; thermo/thermosolutal capillary convection; boiling heat transfer; melting heat transfer
(This special issue belongs to the Section E4: Mathematical Physics)
Statistical Machine Learning: Models and Its Applications
edited by
submission deadline 31 Jan 2026 | 2 articles | Viewed by 2996 | Submission Open
Keywords: machine learning; statistical learning; data mining; data science; data visualization; feature engineering; generative AI; statistical modeling
(This special issue belongs to the Section D: Statistics and Operational Research)
New Trends in Differential Geometry and Geometric Analysis
edited by and Ljubica Velimirovic
submission deadline 31 Jan 2026 | 4 articles | Viewed by 2638 | Submission Open
Keywords: differential geometry; geometric analysis; infinitesimal deformations; curves and surfaces; manifolds; knots; shape and energy of geometric objects; Riemannian geometry and generalizations; minkowski spaces; dual spaces; geometric flows; geometric partial differential equations; minimal surfaces; variational methods; global analysis.
(This special issue belongs to the Section B: Geometry and Topology)
Advances in Hypercompositional Algebra and Its Fuzzifications
edited by
submission deadline 31 Jan 2026 | 3 articles | Viewed by 2136 | Submission Open
Keywords: hypergroup; fuzzy set; polygroup; Hv-structures; algebraic hyperstructure; semihypergroup; Hv-structures; fuzzy hyperstructure; fundamental relations; hypergraphs
(This special issue belongs to the Section A: Algebra and Logic)
Advances and Applications for Data-Driven/Model-Free Control
edited by and
submission deadline 31 Jan 2026 | 2 articles | Viewed by 2103 | Submission Open
Keywords: data-driven control; model free adaptive control; discrete-time systems; dynamic linearization; pseudo-partial derivative
(This special issue belongs to the Section E: Applied Mathematics)
Research on Machine Learning, Data Mining, Natural Language Processes, and Optimization Methods
edited by
submission deadline 31 Jan 2026 | 3 articles | Viewed by 1991 | Submission Open
Keywords: data mining; optimization; machine learning; natural language processing; semantic interoperability; patterns in data science
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Programming and Optimization Algorithms submission deadline 31 Jan 2026 | 1 articles | Viewed by 1919 | Submission Open
Keywords: applied mathematics; mathematical optimization; integer programming; branch and bound; applications of operations research; multi-criteria methods; stochastic programming; approximation algorithms
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advanced Computational Intelligence for Complex Problems
edited by
submission deadline 31 Jan 2026 | 1 articles | Viewed by 1703 | Submission Open
Keywords: computational intelligence; evolutionary computation; fuzzy systems; machine learning; deep learning; deep neural networks; swarm intelligence; complex optimization; hybrid intelligent models; large language models; real-world applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Crowdsourcing Learning: Theories, Algorithms, and Applications
edited by , Jiyi Li and Chaoqun Li
submission deadline 31 Jan 2026 | 1 articles | Viewed by 1695 | Submission Open
Keywords: crowdsourcing learning; label completion; label integration; noise correction; model correction
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Mathematics, Computing and Machine Learning submission deadline 31 Jan 2026 | 1 articles | Viewed by 1607 | Submission Open
Keywords: physics-informed neural networks; deep learning; machine learning; mathematical modeling; data analytics; multi-criteria optimization; blockchain integration; Industry 4.0 and 5.0
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Methods in Artificial Intelligence for Image Processing
edited by Humberto de Jesús Ochoa Domínguez
submission deadline 31 Jan 2026 | 1 articles | Viewed by 1584 | Submission Open
Keywords: artificial intelligence; deep learning; convolutional neural networks; image processing; image detection and recognition; medical image processing; image reconstruction; pattern recognition
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Differential Geometry, Geometric Analysis and Their Related Applications, 2nd Edition submission deadline 31 Jan 2026 | 2 articles | Viewed by 1552 | Submission Open
Keywords: differential geometry; geometric analysis; manifolds; Finsler geometry; symplectic geometry; contact geometry; complex and Kä hler geometry; geodesic mappings; Minkowski spaces; geometric inequalities; geometric models; infinitesimal deformations of curves and surfaces; tensor calculus; spaces with non-symmetric affine connection; generalized Riemannian spaces
(This special issue belongs to the Section B: Geometry and Topology)
High-Performance Advanced Control for Electromechanical and Hydraulic Systems submission deadline 31 Jan 2026 | 3 articles | Viewed by 1454 | Submission Open
Keywords: electromechanical control; hydraulic control; robot control; nonlinear control; adaptive control; robust control; disturbance rejection control; intelligent control; reinforcement learning control; neural network control; fuzzy control; fault diagnosis and fault-tolerant control; modeling; simulations and applications
(This special issue belongs to the Section E2: Control Theory and Mechanics)
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