Special Issues

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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Data-Driven Methods and Artificial Intelligence in Reliability and Maintenance, 2nd Edition
edited by , and
submission deadline 25 Jul 2025 | 11 articles | Viewed by 21934 | Submission Open
Keywords: artificial intelligence; reliability; maintenance
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Modeling and Optimization of Complex Engineering Systems under Uncertainties
edited by and Shui Yu
submission deadline 25 Jul 2025 | 7 articles | Viewed by 14925 | Submission Open
Keywords: Complex systems; Reliability; Control; Advanced modeling technology; Design optimization; Uncertainty-based design and optimization; Reliability-based design and optimization; Optimization methods; Uncertainty quantification and  propagation; Multidisciplinary design optimization; Risk assessment; Fault diagnosis; Physics of failure; Reliability hazard analysis; Fuzzy reliability Analysis; Uncertainty in engineering
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Modeling Real-World Problems Using Complex Networks submission deadline 25 Jul 2025 | 2 articles | Viewed by 3936 | Submission Open
Keywords: models of complex networks; dynamics and evolution patterns of complex networks; link prediction; biological networks; complex network-based neural networks; synchronization in networks; genetical expression; knowledge and information networks; influential node detection; community structure; social network analysis; spreading and propagation on complex networks
(This special issue belongs to the Section E: Applied Mathematics)
New Advances in Combinatorial Multi-Objective Optimization and Computational Intelligence
edited by Han Huang and Yi Xiang
submission deadline 25 Jul 2025 | Viewed by 157 | Submission Open
Keywords: multi-objective optimization; computational intelligence; combinatorial optimization; evolutionary computation; optimization methods and algorithms; trade-off analysis; algorithm design and analysis; optimization models and algorithms in real-world applications; multimodal optimization and clustering; data-driven calibration and wearable technologies; evolutionary computation and optimization; large language models in industry applications; mathematical methods in image and signal processing
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Artificial Intelligence and Algorithms
edited by Fuhsing Wang
submission deadline 30 Jul 2025 | 1 articles | Viewed by 1037 | Submission Open
Keywords: machine learning; deep learning; neural networks; natural language processing; computer vision; adaptive learning systems; big data; algorithm optimization; cognitive computing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Hypercompositional Algebra and Its Fuzzifications
edited by
submission deadline 30 Jul 2025 | Viewed by 265 | 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)
Big Data and Complex Networks
edited by
submission deadline 31 Jul 2025 | 13 articles | Viewed by 37692 | Submission Open
Keywords: big data; complex networks; data mining; complexity model; complex system
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Quantum Computing and Applications submission deadline 31 Jul 2025 | 11 articles | Viewed by 28048 | Submission Open
Keywords: advances in variational algorithms; applications of gate-based quantum computing; applications of photonic quantum computing; applications of quantum annealing; distributed quantum computing; error-correction algorithms; hybrid quantum computing; impact of quantum computing on business and society; implementation of quantum computing; new nisq algorithms and applications; performance evaluation of quantum algorithms; quantum algorithm structures and patterns; quantum algorithms and complexity; quantum hardware advances; Quantum machine learning (QML); secure cloud-based quantum computing; shallow (constant-depth) algorithms; simulation of quantum processes
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Data Mining and Machine Learning in the Era of Big Knowledge and Large Models
edited by and Chenyang Bu
submission deadline 31 Jul 2025 | 11 articles | Viewed by 17901 | Submission Open
Keywords: machine learning; data mining; deep learning; big data analytics; knowledge graph; large language models
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Non-associative Structures and Their Applications in Physics and Geometry submission deadline 31 Jul 2025 | 7 articles | Viewed by 14510 | Submission Open
Keywords: non-associative algebras; superalgebras; n-ary algebras; Poisson algebras; quandles; braces; racks; bialgebras; differential equations
(This special issue belongs to the Section A: Algebra and Logic)
Multivariate Statistical Analysis and Application submission deadline 31 Jul 2025 | 9 articles | Viewed by 13357 | Submission Open
Keywords: multivariate statistical methods; applied statistics; biplot methods; data analysis; dimensionality reduction techniques; composite index; statistical text analysis; sentiment analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Applications of Quantitative Analysis in Financial Markets
edited by Yongjie Zhang
submission deadline 31 Jul 2025 | 4 articles | Viewed by 13151 | Submission Open
Keywords: quantitative analysis; financial markets; investment decision; big data; asset pricing; risk management; ESG; green finance; portfolio optimization
(This special issue belongs to the Section E5: Financial Mathematics)
Ensemble Evolutionary Algorithms and Machine Learning for Solving Complex Optimization and Scheduling Problems
edited by , and Yaping Fu
submission deadline 31 Jul 2025 | 9 articles | Viewed by 12328 | 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)
Applied Network Analysis and Data Science
edited by and Matloob Khushi
submission deadline 31 Jul 2025 | 5 articles | Viewed by 12185 | Submission Open
Keywords: link mining; network communities; information diffusion; network manipulation; network visualization; machine learning; artificial intelligence; statistical learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Computational Methods for Fluid Dynamics and Applications
edited by
submission deadline 31 Jul 2025 | 7 articles | Viewed by 8576 | Submission Open
Keywords: computational methods for fluid flow; numerical simulation of fluid flow; mathematical modelling
(This special issue belongs to the Section E: Applied Mathematics)
Applications of Cloud Computing, Big Data, and Data Dissemination in Information Engineering
edited by
submission deadline 31 Jul 2025 | 5 articles | Viewed by 8474 | Submission Open
Keywords: cloud computing; data dismission; artificial intelligence; information engineering; machine learning; mathematical models; scientific computing; big data
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Numerical Analysis in Computational Mathematics
edited by Thái Anh Nhan and
submission deadline 31 Jul 2025 | 6 articles | Viewed by 7685 | Submission Open
Keywords: numerical algorithms; analysis; and methods; applications of numerical algorithms; analysis; and methods; applied and computational mathematics; scientific computing; computer simulations; optimization techniques
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical and Computational Methods for Mechanics and Engineering submission deadline 31 Jul 2025 | 5 articles | Viewed by 7488 | 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)
Advanced Research in Pure and Applied Algebra
edited by
submission deadline 31 Jul 2025 | 9 articles | Viewed by 7457 | Submission Open
Keywords: lie algebra and lie superalgebra; associative algebra; representation theory; cluster algebra; rota– baxter algebra; group theory; braces; quantum algebra; matrix algebra
(This special issue belongs to the Section A: Algebra and Logic)
Mathematical and Computing Sciences for Artificial Intelligence
edited by Chong-zhi Gao
submission deadline 31 Jul 2025 | 5 articles | Viewed by 7258 | Submission Open
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Statistics in Management Sciences
edited by Chia-Ding Hou and Rung-Hung Su
submission deadline 31 Jul 2025 | 6 articles | Viewed by 7075 | Submission Open
Keywords: applied statistics; management sciences; decision-making; data analysis; deep learning
(This special issue belongs to the Section D1: Probability and Statistics)
Queueing Systems Models and Their Applications submission deadline 31 Jul 2025 | 4 articles | Viewed by 7071 | Submission Open
Keywords: queueing model; Markov chain; loss probability; Laplace transform; non-homogeneous customers; non-identical servers; priority queue; queues with vacations; summary volume; simulation methods
(This special issue belongs to the Section E: Applied Mathematics)
Polynomials: Theory and Applications, 2nd Edition
edited by
submission deadline 31 Jul 2025 | 9 articles | Viewed by 6778 | Submission Open
Keywords: umbral calculus; orthogonal polynomials; matrix orthogonal polynomials; special polynomial sequences; applications of special polynomial sequences; number theory and special functions; fractional calculus and special functions; symbolic computations and special functions; applications of special functions to statistics; physical sciences; and engineering
(This special issue belongs to the Section A: Algebra and Logic)
Intelligence Optimization Algorithms and Applications
edited by and Kunjie Yu
submission deadline 31 Jul 2025 | 4 articles | Viewed by 5676 | Submission Open
Keywords: optimization; intelligence algorithms; dynamic optimization; multimodal optimization; constrained optimization; large-scale optimization and application; path-planning; distribution optimization; mechanism optimization design; network optimization; transfer learning; evolutionary optimization; neural architecture optimization; federated learning
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Mathematics Computation for Software Engineering
edited by , Dipankar Chaki and Chao Lin
submission deadline 31 Jul 2025 | 4 articles | Viewed by 5245 | Submission Open
Keywords: optimization; algorithms for application domains; software engineering; machine learning algorithms
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Optimization and Control: Methods and Applications submission deadline 31 Jul 2025 | 5 articles | Viewed by 5160 | Submission Open
Keywords: genetic optimization; bat optimization; butterfly optimization; grey wolf optimization; particle swarm optimization; ant colony optimization; bee colony optimization; bayesian optimization; adaptive control; neural network control; fuzzy control; backstepping control; feedback control; sliding mode control; robust control; observer-based control; other alternative optimization or control
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computational Methods and Algorithms for Multimedia Data Analysis and Security
edited by and
submission deadline 31 Jul 2025 | 4 articles | Viewed by 5152 | Submission Open
Keywords: multimedia computing; transfer learning; meta learning; continuous learning; model fine-tuning; model retraining; model reuse; representation learning; blockchain; federated learning
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Combinatorics, Discrete Mathematics and Graph Theory
edited by Jonnathan Rodriguez and
submission deadline 31 Jul 2025 | 6 articles | Viewed by 5120 | 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)
Applied Stochastic Solutions, Dynamic Analysis, and Mathematical Models for Issues in Demography, Epidemiology, and Environmetrics submission deadline 31 Jul 2025 | 3 articles | Viewed by 4837 | Submission Open
Keywords: stochasticity; demography; epidemiology; biometrics; econometrics; applied mathematics; statistics; orecasting; extrapolation; interpolation; imputation; error assessment; bias estimation; multicollinearity
(This special issue belongs to the Section D1: Probability and Statistics)
Bayesian Statistics and Causal Inference
edited by and Chiara Di Maria
submission deadline 31 Jul 2025 | 4 articles | Viewed by 4501 | Submission Open
Keywords: causal inference; Bayesian statistics; treatment effects; missing data; nonparametric models; machine learning; high-dimensional data; graphical models
(This special issue belongs to the Section D1: Probability and Statistics)
Deep Representation Learning for Social Network Analysis
edited by Qiang He and
submission deadline 31 Jul 2025 | 3 articles | Viewed by 3546 | Submission Open
Keywords: social network structure analysis; the influence of users’ social network nodes; community discovery; dynamic social network analysis; user behavior; link prediction; social recommendation systems; information dissemination in social networks; anomaly detection; social network data mining; predicting future development trends in social network data; node-embedded learning; influence maximization; infectious disease analysis; malicious rumor control; rumor detection; healthcare applications; machine learning
(This special issue belongs to the Section E: Applied Mathematics)
Applied Mathematics in Data Science and High-Performance Computing
edited by Xiaoping Lu, and Hua Zheng
submission deadline 31 Jul 2025 | 3 articles | Viewed by 3420 | 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)
Mathematics for Artificial Intelligence and Big Data Analysis submission deadline 31 Jul 2025 | 1 articles | Viewed by 3265 | Submission Open
Keywords: data mining; artificial intelligence; big data analysis; machine learning; deep learning; probability and statistics; computational mathematics; compression; feature engineering; optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Innovations in High-Performance Computing
edited by and
submission deadline 31 Jul 2025 | 1 articles | Viewed by 3094 | Submission Open
Keywords: high-performance computing; computing paradigms; algorithm; exascale computing; digital twinning; neuromorphic computing; edge computing
(This special issue belongs to the Section E: Applied Mathematics)
Recent Research in Queuing Theory and Stochastic Models, 2nd Edition submission deadline 31 Jul 2025 | 3 articles | Viewed by 3050 | Submission Open
Keywords: Markov chains; stochastic process; sojourn times; busy periods; heavy traffic regime; multichannel stochastic network
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Numerical and Computational Methods for Engineering and Applied Mathematical Problems, 2nd Edition submission deadline 31 Jul 2025 | 4 articles | Viewed by 3019 | Submission Open
Keywords: numerical methods; computational methods; machine learning; differential equations; inverse problems; engineering problems; computational mechanics; mathematical problems; coupled problems; numerical simulations; meshfree methods; finite element methods; radial basis functions methods; multiscale material modeling; machine learning methods; structural dynamics; material modelling; computational mechanics; fluid-structure interaction
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Functional Analysis, Topology and Quantum Mechanics, 3rd Edition
edited by , Rafael de la Rosa Silva and
submission deadline 31 Jul 2025 | 4 articles | Viewed by 3001 | Submission Open
Keywords: banach spaces and algebras; Hilbert spaces; Selfadjoint operator; convexity and smoothness; algebras of continuous functions; measure spaces; non-associative algebras; Lie algebras; effect algebras; series and summability; poisson algebras; partial differential equations; quantum systems; probability density operator; unbounded observables
(This special issue belongs to the Section B: Geometry and Topology)
Advances in Time Series Analysis and Forecasting
edited by Luiz Koodi Hotta and Pedro Luiz Valls Pereira
submission deadline 31 Jul 2025 | 2 articles | Viewed by 2910 | Submission Open
Keywords: econometrical and technical applications; forecasting and assessment of forecasts; multiple time series and cointegration; time series with changes in regime; stationarity of time series and long-term memory; state– space models and Kalman filters; filtering of stochastic processes; forecasting; risk analysis; high dimensional; outliers and robust methods; complex data; computational methods
(This special issue belongs to the Section E5: Financial Mathematics)
Machine Learning and Evolutionary Algorithms: Theory and Applications
edited by Saúl Zapotecas-Martínez
submission deadline 31 Jul 2025 | 3 articles | Viewed by 2798 | Submission Open
Keywords: optimization of machine learning; evolutionary algorithms; new evolutionary operators; large-scale optimization; many-objective optimization; computer vision; image processing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Control Theory and Computational Intelligence submission deadline 31 Jul 2025 | 1 articles | Viewed by 2396 | Submission Open
Keywords: control systems; stability theory; nonlinear and linear estimation; fault-tolerant systems; diagnosis systems; artificial neural networks; fuzzy systems; evolutionary computation; applied mathematics; ordinary differential equations; fractional differential equations
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Sequential Sampling Methods for Statistical Inference
edited by Jun Hu and
submission deadline 31 Jul 2025 | 2 articles | Viewed by 2132 | Submission Open
Keywords: sequential sampling methods; statistical inference; point estimation; interval estimation; hypothesis testing; change-point detection; multi-armed bandits
(This special issue belongs to the Section D1: Probability and Statistics)
Recent Advances in Scientific Computing & Applications submission deadline 31 Jul 2025 | 2 articles | Viewed by 1862 | 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)
Advances in Optimization Algorithms and Its Applications
edited by Heming Jia
submission deadline 31 Jul 2025 | 2 articles | Viewed by 1675 | Submission Open
Keywords: bio-inspired optimization algorithms; optimization algorithms; meta-heuristics; swarm intelligence; engineering applications; engineering design problems; real-world applications; feature selection; image segmentation; constraint handling; benchmarks; novel approaches; complicated optimization problems; industrial problems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Numerical Analysis of Partial Differential Equations
edited by Gang Li
submission deadline 31 Jul 2025 | 2 articles | Viewed by 1618 | Submission Open
Keywords: high-order accuracy; partial differential equations; physical-constraint-preserving property; science and engineering
(This special issue belongs to the Section C1: Difference and Differential Equations)
Modern Trends in Nonlinear Dynamics in Ocean Engineering
edited by and Yaxin Zhen
submission deadline 31 Jul 2025 | 2 articles | Viewed by 1542 | Submission Open
Keywords: nonlinear dynamics; vibration and control; ocean engineering; engineering dynamics; intelligent design; marine noise; intelligent algorithm; numerical analysis
(This special issue belongs to the Section E2: Control Theory and Mechanics)
The New Advances in Mathematical Economics and Financial Modelling
edited by Fernando Henrique Antunes De Araújo
submission deadline 31 Jul 2025 | 2 articles | Viewed by 1495 | Submission Open
Keywords: mathematical modelling; statistical physics; econophysics; economics and finance
(This special issue belongs to the Section E5: Financial Mathematics)
Numerical Analysis and Mathematical Modeling in Computational Mechanics and Engineering
edited by Chung-Lun Kuo
submission deadline 31 Jul 2025 | 1 articles | Viewed by 1439 | Submission Open
Keywords: differential equation; integral equation; algebraic equation; optimization problem; inverse problem; interpolation; big data analytics; machine learning
(This special issue belongs to the Section E: Applied Mathematics)
Biologically Plausible Deep Learning
edited by
submission deadline 31 Jul 2025 | 2 articles | Viewed by 1369 | Submission Open
Keywords: biologically plausible neuron models; biologically plausible deep learning networks; biologically plausible deep learning algorithms; applications of biologically plausible deep learning networks
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Methods for Machine Learning and Computer Vision
edited by Jianjun Wang
submission deadline 31 Jul 2025 | 1 articles | Viewed by 1262 | 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)
Applications of Advanced Machine Learning and Intelligent Data Analysis
edited by Yajun Yang
submission deadline 31 Jul 2025 | 1 articles | Viewed by 1032 | Submission Open
Keywords: machine learning; data analysis; deep learning; reinforcement learning; unsupervised learning; big data analysis; real-world applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
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