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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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Mathematical Foundations and Programming Languages: Advancing Machine Learning and Neural Networks
edited by
submission deadline 30 May 2026 | Viewed by 123 | Submission Open
Keywords: optimization; non-convex approximation; machine learning; information-theoretic bound; geometric deep learning; large language models      
(This special issue belongs to the Section E: Applied Mathematics)
Time Series Forecasting for Green Finance and Sustainable Economics
edited by Yongdeng Xu
submission deadline 30 May 2026 | Viewed by 101 | Submission Open
Keywords: time series forecasting; volatility spillovers; financial contagion; machine learning; TVP-VAR; Diebold– Yilmaz spillover index; green finance; sustainable economics; carbon markets; climate risk
(This special issue belongs to the Section E5: Financial Mathematics)
Multi-Criteria Optimization Models and Methods for Smart Cities submission deadline 31 May 2026 | 4 articles | Viewed by 14428 | Submission Open
Keywords: multi-criteria decision making; mathematical programming; mixed integer programming; linear programming; quadratic programming; exact approach; approximation approaches; portfolio optimization; fair decision making; Pareto front; goal programming; conditional value-at-risk; value-at-risk; weighting approach; lexicographic approach; reference point method; reference sets; fuzzy sets; heuristics; simheuristics; metaheuristics; maths heurisitics; simulations and optimizations approach
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Techniques and New ITs for Smart Manufacturing Systems
edited by Kai Ding and
submission deadline 31 May 2026 | 6 articles | Viewed by 13751 | Submission Open
Keywords: smart manufacturing system; cyber-physical production system; smart production management; 3D printing and additive manufacturing; low carbon manufacturing; mathematical planning; statistical learning; industrial internet of things; cloud-edge interplay; digital twins; deep learning; blockchain
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical and Computational Methods for Mechanics and Engineering submission deadline 31 May 2026 | 7 articles | Viewed by 12454 | Submission Open
Keywords: mathematical modeling; computational methods; finite element analysis; numerical simulations; multiscale modeling; computational fluid dynamics; structural mechanics; machine learning; optimization algorithms; robotics and artificial intelligence
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Applied Mathematics in Data Science and High-Performance Computing
edited by Xiaoping Lu, and Hua Zheng
submission deadline 31 May 2026 | 6 articles | Viewed by 10557 | Submission Open
Keywords: data science; high performance computing; neural network; parallel; numerical analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Foundations and Advances in Machine Learning and Data Mining
edited by Kan Li
submission deadline 31 May 2026 | 3 articles | Viewed by 7488 | Submission Open
Keywords: deep learning; machine learning; data mining; explainable AI; pattern recognition; big data
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Methodology and Application in Computational Statistics and Data Science
edited by Wenbo Wu and
submission deadline 31 May 2026 | 8 articles | Viewed by 6621 | Submission Open
Keywords: statistical computing; big data; high-dimensional statistics; dimension reduction; feature screening; variable selection; sampling; order statistics; missing data; causal inference
(This special issue belongs to the Section D1: Probability and Statistics)
Numerical Analysis and Scientific Computing for Applied Mathematics
edited by Miodrag M. Spalević
submission deadline 31 May 2026 | 6 articles | Viewed by 5643 | Submission Open
Keywords: numerical analysis; scientific computing; optimization; interpolation; approximation; orthogonal polynomials; rational approximation; splines; error bound; error estimation; numerical differentiation; quadrature rules; cubature rules; convergence analysis; numerical methods for ordinary differential equations; numerical methods for partial differential equations; numerical solving of integral equations
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Control Systems and Engineering Cybernetics submission deadline 31 May 2026 | 3 articles | Viewed by 4586 | Submission Open
Keywords: autonomous vehicles; mobile robots; control systems and optimization; obstacle avoidance; learning and adaptive control; artificial intelligence; multi-agent systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Optimization in Sustainable Transport and Logistics
edited by Jingwen Qi and Yiwei Wu
submission deadline 31 May 2026 | 3 articles | Viewed by 4006 | Submission Open
Keywords: mathematical programming; combinatorial optimization; multilevel optimization; regulation design; waste management; multicriteria decision making; vehicle routing; green transportation; green logistics; sustainable supply chain; scheduling; environmental management
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Research on Information System Security and Privacy, 2nd Edition
edited by Zhaoquan Gu and
submission deadline 31 May 2026 | 4 articles | Viewed by 3811 | Submission Open
Keywords: information systems security; privacy-preserving technologies for information systems; secure communication for information systems; cryptography and security; situational awareness analysis of information systems; threat detection and access control; digital forensics; artificial intelligence security for information systems; adversarial attacks and defenses in deep-learning-based information systems; adversarial explainable AI; security evaluation of information systems
(This special issue belongs to the Section E: Applied Mathematics)
New Trends in Nonlinear Waves
edited by Mirko Tarulli
submission deadline 31 May 2026 | 4 articles | Viewed by 3660 | Submission Open
Keywords: Scrö dinger-type equations; wave-type equations; well-posedness; blow-up; scattering; stability; concentration– compactness; Hamiltonian systems; nonlinear PDEs; geometry
(This special issue belongs to the Section C1: Difference and Differential Equations)
Mathematical Statistics and Nonparametric Inference submission deadline 31 May 2026 | 3 articles | Viewed by 3048 | Submission Open
Keywords: nonparametric estimation; mathematical statistics; change-point detection; high-dimensional data; kernel methods; semiparametric models; density estimation; Bayesian nonparametrics; hypothesis testing; computational statistics; stochastic process; Bayesian probability; Bernoulli; Binomial distribution; Central limit; Chung– Erdős inequality; Circular Law; Branching Process; Conditional probability; convergence for sparse; Convergence in probability; Convergence of Probability; Convergence to the limit; Covariance matrix; Cumulative distribution function; diffusion process; uniform distribution; Distribution of Sum; limit of distribution; limit theorem; limits of random variables; Lindeberg's condition; Littlewood's law; markov process; Markovian process; Markov's inequality; Maximum likelihood; negative binomial distribution; nonparametric statistical; Pairwise independence; Paley– Zygmund inequality; Poisson distribution; Poisson limit distribution; Poisson process; Probability axioms; probability distribution; probability theory; Queueing theory; random matrices; random process; random variable; random walk
(This special issue belongs to the Section D1: Probability and Statistics)
Numerical Analysis and Algorithms for High-Performance Computing
edited by , Xiaoqiang Yue, Xuguang Chen and Tiaojie Xiao
submission deadline 31 May 2026 | 1 articles | Viewed by 2846 | Submission Open
Keywords: high-performance computing (HPC); numerical analysis; sparse matrix computations; direct and iterative methods; electromagnetic computation; algorithm optimization; structural mechanics; parallel-in-time; multigrid methods; domain decomposition; machine learning in HPC
(This special issue belongs to the Section E: Applied Mathematics)
Applications of Mathematics Analysis in Financial Marketing
edited by Yue Qi
submission deadline 31 May 2026 | 1 articles | Viewed by 2817 | Submission Open
Keywords: optimization; mathematical finance; portfolio theory; corporate finance modeling; prediction of bankruptcy and failure; financial market modeling; behavioral finance; financial econometrics; ⁠risk management; portfolio optimization; Portfolio optimization and asset allocation; trading systems; market analysis algorithms; market simulations; digital assets and cryptocurrencies; algorithmic trading    
(This special issue belongs to the Section E5: Financial Mathematics)
Mathematical Methods for Machine Learning and Computer Vision
edited by Jianjun Wang
submission deadline 31 May 2026 | 2 articles | Viewed by 2766 | Submission Open
Keywords: image recognition and classification; subspace clustering; convex clustering; compressed sensing; recommendation system; matrix/tensor completion; robust principal components analysis; tensor modeling; alternating direction method of multipliers
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Recent Developments in Numerical Methods for Partial Differential Equations
edited by Olivier Pironneau
submission deadline 31 May 2026 | 3 articles | Viewed by 2611 | Submission Open
Keywords: numerical analysis; scientific computing; numerical methods; high-performance computing; partial differential equations
(This special issue belongs to the Section C1: Difference and Differential Equations)
Computational Methods in Wireless Communication
edited by
submission deadline 31 May 2026 | 5 articles | Viewed by 2498 | 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)
Advances in Convex Analysis and Inequalities
edited by
submission deadline 31 May 2026 | 4 articles | Viewed by 2386 | Submission Open
Keywords: convex analysis; convex optimization; convex functions; biconvex functions; generalized convexity; majorization theory; Schur convex functions; Jensen inequality; Hermite– Hadamard inequality; weighted inequalities; geometric inequalities; variational inequalities; equilibrium problems
Application of Mathematical Theory in Data Science
edited by Lefeng Zhang and Minfeng Qi
submission deadline 31 May 2026 | 1 articles | Viewed by 2257 | Submission Open
Keywords: big data analytics; computational statistics; statistical data analysis; data science; statistical learning; advanced data analytics; data preprocessing; feature extraction; data-driven systems
(This special issue belongs to the Section D: Statistics and Operational Research)
Advances in High-Speed Computing and Parallel Algorithm
edited by
submission deadline 31 May 2026 | 2 articles | Viewed by 2256 | Submission Open
Keywords: parallel computing; GPU computing; parallelization on HPC platforms; performance analysis; multi-/many-core platforms; cache management
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Statistics and Stochastic Modeling in Bioinformatics and Computational Biology
edited by Elizabeth P. Chou
submission deadline 31 May 2026 | 1 articles | Viewed by 2194 | Submission Open
Keywords: computational statistics; machine learning; high-dimensional data analysis; computational biology; bioinformatics; stochastic modeling; statistical methods; data analysis; predictive modeling; bioinformatics
(This special issue belongs to the Section E3: Mathematical Biology)
Machine Learning and Mathematical Methods in Computer Vision
edited by Long Lan
submission deadline 31 May 2026 | 2 articles | Viewed by 2123 | Submission Open
Keywords: mathematical methods; machine learning; computer vision; image processing; object detection; multiple object tracking; image segmentation
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Optimization Modeling and Algorithms for Planning and Scheduling submission deadline 31 May 2026 | 1 articles | Viewed by 1774 | Submission Open
Keywords: planning and scheduling; mathematical programming; combinatorial optimization; stochastic and robust optimization; algorithm design; machine learning; multi-objective optimization; cloud; edge and fog computing; multi-access edge computing (MEC); real-world applications; energy optimization; cost optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances, Challenges, and Applications of Deep Learning Models in Computer Vision and Image Processing and Analysis
edited by and Cesar Puente
submission deadline 31 May 2026 | 2 articles | Viewed by 1651 | Submission Open
Keywords: deep learning; computer vision; image processing; image analysis; convolutional neural networks; recurrent neural networks; generative adversarial networks; capsule neural networks; deep transfer learning; vision transformers; hybrid deep learning architecture; image classification; image segmentation; object recognition; video tracking; adversarial attacks; healthcare and medicine; autonomous vehicles; cybersecurity; surveillance; artistic-style classification; agriculture and forestry; remote sensing and geospatial analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Research on Graph Neural Networks and Knowledge Graphs
edited by Zhaowei Liu, and
submission deadline 31 May 2026 | 1 articles | Viewed by 1544 | Submission Open
Keywords: graph neural networks; knowledge graph representation; deep graph learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Trends in Polynomials and Mathematical Analysis
edited by
submission deadline 31 May 2026 | 2 articles | Viewed by 1322 | Submission Open
Keywords: classes of analytic functions; univalent functions; differential subordination and superordination; operator-related problems; coefficient estimates; GFT in real-life applications; Fekete inequality; second Hankel determinate; geometric properties; sandwich theorem; polynomials
(This special issue belongs to the Section C: Mathematical Analysis)
Applied Cryptography and Information Security with Application
edited by Xiangjun Wu
submission deadline 31 May 2026 | 2 articles | Viewed by 1292 | Submission Open
Keywords: multimedia encryption and authentication; post-quantum cryptographic algorithms; deep learning-based cryptographic algorithms; image/video steganography; deep learning-based cryptoanalysis; deep learning-based steganalysis; cryptography applied to IoT; cryptographic methods for 5G; security algorithms in the cloud; privacy protection for big data
Mathematical Models and Numerical Simulation in Engineering submission deadline 31 May 2026 | Viewed by 1267 | Submission Open
Keywords: mathematical modeling; computational mathematics; numerical analysis; numerical simulation; engineering; computational fluid dynamics; fluid mechanics
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Statistical Analysis and Modeling in Medical Research
edited by Xingwu Zhou
submission deadline 31 May 2026 | 1 articles | Viewed by 1141 | Submission Open
Keywords: statistical analysis in medical research; mathematical modeling in medicine; biostatistics; computational medicine; medical data analytics
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Mathematics for Quantum Mechanics
edited by L.S.F. Olavo
submission deadline 31 May 2026 | 2 articles | Viewed by 1115 | Submission Open
Keywords: mathematical foundations of quantum information and computation; operator algebras and spectral theory in quantum systems; stochastic methods and open quantum systems; foundations of quantum mechanics; new advances in quantum mechanics; formal developments in quantum mechanics; philosophical developments in quantum mechanics
(This special issue belongs to the Section E4: Mathematical Physics)
Advancements in Distributed Computing and Blockchain Technologies
edited by Yingjie Xue
submission deadline 31 May 2026 | 1 articles | Viewed by 1061 | Submission Open
Keywords: distributed computing; blockchain technology; decentralization; security; privacy; algorithms; smart contracts; scalability; interoperability; applications; governance; data integrity
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Modeling of Processes in Transport Systems submission deadline 31 May 2026 | 1 articles | Viewed by 1056 | Submission Open
Keywords: mathematical modeling; transport systems; optimization; simulation; safety; sustainable transport; last-mile delivery; infrastructure; traffic analysis; geometric modeling; decision-making; fuzzy approach; machine learning; artificial intelligence
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Innovations in Electrical Engineering: Theory, Methods and Applications submission deadline 31 May 2026 | 2 articles | Viewed by 1048 | 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)
New Advances in Stability Research of Nonlinear Systems: From Asymptotic Stability to Predefined-Time Stability
edited by and
submission deadline 31 May 2026 | 1 articles | Viewed by 1027 | Submission Open
Keywords: complex networks; neural networks and circuit systems; time-delayed systems; population systems; stability; chaos control; bifurcation analysis; stabilization; synchronization; finite-time stability; finite-time stabilization; finite-time synchronization; fixed-time stability; fixed-time stabilization; fixed-time synchronization; predefined-time stability; predefined-time stabilization; predefined-time synchronization
Intelligent Mathematics and Applications
edited by , and Yingxu Wang
submission deadline 31 May 2026 | 1 articles | Viewed by 810 | Submission Open
Keywords: safe production and informationization; informatization and computing science; IoT and network computing; artificial intelligence and electrical automation
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Optimal Decision Making Under Risk and Uncertainty
edited by
submission deadline 31 May 2026 | 2 articles | Viewed by 778 | Submission Open
Keywords: uncertainty optimization; network optimization; portfolio optimization; financial risk; stochastic analysis; fuzzy mathematics; robust optimization; mathematical modeling
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Applied Mathematics, Computing, and Machine Learning
edited by Zhongmei Yao
submission deadline 31 May 2026 | 1 articles | Viewed by 693 | Submission Open
Keywords: applied mathematics; machine learning; artificial intelligence; optimization algorithms; uncertainty quantification; ethical AI; explainable AI; computational neuroscience; quantum machine learning; error analysis; transparency of AI; fairness of AI; accountability of AI; applied machine learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Nonlinear Elliptic Partial Differential Equations: Theory, Computations, and Applications submission deadline 31 May 2026 | Viewed by 642 | Submission Open
Keywords: reaction diffusion equations; existence/multiplicity/uniqueness; regularity; stability; boundary value problems; nonlinear elliptic equations; numerical PDEs; convergence analysis
(This special issue belongs to the Section E: Applied Mathematics)
Stochastic Processes: Theory, Simulation and Applications, 2nd Edition submission deadline 31 May 2026 | 1 articles | Viewed by 638 | Submission Open
Keywords: birth– death processes; computational methods for stochastic models; diffusion processes; first-passage-time problems; Gauss– Markov processes; Markov chains; neuronal modeling; population dynamics; probability theory; queueing systems; random walks; simulation of stochastic processes; stochastic models in biology; stochastic processes and applications; finite-velocity random motions; reliability theory; risk theory; stochastic methods for machine learning; stochastic processes governed by fractional equations
(This special issue belongs to the Section D1: Probability and Statistics)
Computational Mechanics and Applied Mathematics, 2nd Edition
edited by
submission deadline 31 May 2026 | 1 articles | Viewed by 584 | Submission Open
Keywords: computational mechanics; structural analysis; numerical procedures and mathematical methods
(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 May 2026 | 1 articles | Viewed by 580 | 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)
Augmented Control: Algorithms and Applications
edited by Lei Ma and
submission deadline 31 May 2026 | 1 articles | Viewed by 543 | Submission Open
Keywords: augmented control; AI-based control; adaptive systems; human– machine interaction; cyber– physical systems; autonomous robotics; Industry 4.0
(This special issue belongs to the Section E: Applied Mathematics)
Evolutionary Computation and Artificial Intelligence in Control and Robotic System
edited by
submission deadline 31 May 2026 | Viewed by 514 | Submission Open
Keywords: evolutionary computation; computational intelligence; intelligent control systems; intelligent robotics; machine intelligence; applied artificial intelligence; metaheuristic optimization; neuroevolution; reinforcement learning
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Flexible Parametric Distributions for Modeling Skewness and Kurtosis
edited by
submission deadline 31 May 2026 | 1 articles | Viewed by 486 | Submission Open
Keywords: flexible statistical distributions; parametric modeling; skewness; kurtosis; simulation methods; estimation algorithms; non-normal data; statistical applications
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Numerical Computation and Mathematical Modelling for Mechanics and Dynamics in Geotechnical Engineering
edited by Jiadong Qiu, and He Liu
submission deadline 31 May 2026 | 1 articles | Viewed by 485 | Submission Open
Keywords: dynamic/static responses of rock-soil system; dynamic and static constitutive models; advanced numerical methods for dynamic and static analyses; nonlinear dynamics; multi-physical field numerical simulation; AI-driven rock dynamic/ static analysis; structural stability analysis; development and improvement of FEM/DEM
(This special issue belongs to the Section C2: Dynamical Systems)
Computational Methods for Numerical Linear Algebra
edited by Junjun Pan
submission deadline 31 May 2026 | 1 articles | Viewed by 444 | Submission Open
Keywords: eigenvalue problems; singular value decomposition; matrix/tensor factorization techniques; parallel and distributed computing approaches; quantum computing
(This special issue belongs to the Section C: Mathematical Analysis)
Recent Advances in Mathematical Epidemiology and Applications
edited by
submission deadline 31 May 2026 | Viewed by 425 | Submission Open
Keywords: mathematical epidemiology; infectious disease modeling; SEIR/SIR models; machine learning in epidemiology; LSTM/transformer models; epidemic forecasting; AI-augmented mathematical models; global mobility and disease spread; signal analysis; kinetic equation; deep learning
(This special issue belongs to the Section E3: Mathematical Biology)
Advances in Graph Theory, Combinatorics, and Applications submission deadline 31 May 2026 | Viewed by 352 | Submission Open
Keywords: graph theory; graph coloring; graph labeling; algebraic graph theory; structural graph theory; extremal graphs/digraphs; random graph theory; distance; topological indices; combinatorics; combinatorial theory; complex networks
(This special issue belongs to the Section A: Algebra and Logic)
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