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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Big Data and Complex Networks
edited by
submission deadline 31 Jul 2025 | 13 articles | Viewed by 41732 | 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 32196 | 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 | 12 articles | Viewed by 29308 | 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)
Applications of Quantitative Analysis in Financial Markets
edited by Yongjie Zhang
submission deadline 31 Jul 2025 | 5 articles | Viewed by 19081 | 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)
Multivariate Statistical Analysis and Application submission deadline 31 Jul 2025 | 11 articles | Viewed by 17128 | 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)
Computational Methods and Applications for Numerical Analysis, 2nd Edition
edited by and
submission deadline 31 Jul 2025 | 14 articles | Viewed by 15946 | Submission Open
(This special issue belongs to the Section E: Applied Mathematics)
Non-associative Structures and Their Applications in Physics and Geometry submission deadline 31 Jul 2025 | 7 articles | Viewed by 15289 | 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)
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 14367 | 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 14238 | 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)
Applied Statistics in Management Sciences
edited by Chia-Ding Hou and Rung-Hung Su
submission deadline 31 Jul 2025 | 8 articles | Viewed by 10289 | Submission Open
Keywords: applied statistics; management sciences; decision-making; data analysis; deep learning
(This special issue belongs to the Section D1: Probability and Statistics)
Advanced Computational Methods for Fluid Dynamics and Applications
edited by
submission deadline 31 Jul 2025 | 9 articles | Viewed by 10118 | 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 10092 | 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)
Advanced Research in Pure and Applied Algebra
edited by
submission deadline 31 Jul 2025 | 10 articles | Viewed by 9296 | 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 Computational Methods for Mechanics and Engineering submission deadline 31 Jul 2025 | 6 articles | Viewed by 9140 | 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)
Mathematical and Computing Sciences for Artificial Intelligence
edited by Chong-zhi Gao
submission deadline 31 Jul 2025 | 5 articles | Viewed by 9003 | Submission Open
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Queueing Systems Models and Their Applications submission deadline 31 Jul 2025 | 5 articles | Viewed by 8726 | 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)
Numerical Analysis in Computational Mathematics
edited by Thái Anh Nhan and
submission deadline 31 Jul 2025 | 6 articles | Viewed by 8644 | 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)
Polynomials: Theory and Applications, 2nd Edition
edited by
submission deadline 31 Jul 2025 | 10 articles | Viewed by 8563 | 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)
Advances in Combinatorics, Discrete Mathematics and Graph Theory
edited by Jonnathan Rodriguez and
submission deadline 31 Jul 2025 | 9 articles | Viewed by 7945 | 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)
Advances in Mathematics Computation for Software Engineering
edited by , Dipankar Chaki and Chao Lin
submission deadline 31 Jul 2025 | 4 articles | Viewed by 6321 | 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)
Applied Mathematics in Data Science and High-Performance Computing
edited by Xiaoping Lu, and Hua Zheng
submission deadline 31 Jul 2025 | 5 articles | Viewed by 6116 | 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 Optimization and Control: Methods and Applications submission deadline 31 Jul 2025 | 5 articles | Viewed by 6103 | 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)
Bayesian Statistics and Causal Inference
edited by and Chiara Di Maria
submission deadline 31 Jul 2025 | 5 articles | Viewed by 5978 | 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)
Applied Stochastic Solutions, Dynamic Analysis, and Mathematical Models for Issues in Demography, Epidemiology, and Environmetrics submission deadline 31 Jul 2025 | 3 articles | Viewed by 5368 | 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)
Recent Research in Queuing Theory and Stochastic Models, 2nd Edition submission deadline 31 Jul 2025 | 4 articles | Viewed by 4560 | 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)
Mathematics for Artificial Intelligence and Big Data Analysis submission deadline 31 Jul 2025 | 2 articles | Viewed by 4136 | 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)
Machine Learning and Evolutionary Algorithms: Theory and Applications
edited by Saúl Zapotecas-Martínez
submission deadline 31 Jul 2025 | 3 articles | Viewed by 3940 | 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)
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 3573 | 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 3561 | 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)
Control Theory and Computational Intelligence submission deadline 31 Jul 2025 | 2 articles | Viewed by 3116 | 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)
Advances in Optimization Algorithms and Its Applications
edited by Heming Jia
submission deadline 31 Jul 2025 | 2 articles | Viewed by 2311 | 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 | 3 articles | Viewed by 1952 | 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)
Numerical Analysis and Mathematical Modeling in Computational Mechanics and Engineering
edited by Chung-Lun Kuo
submission deadline 31 Jul 2025 | 1 articles | Viewed by 1663 | 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)
Applications of Advanced Machine Learning and Intelligent Data Analysis
edited by Yajun Yang
submission deadline 31 Jul 2025 | 1 articles | Viewed by 1354 | 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)
Variational Inequality, 2nd Edition
edited by
submission deadline 31 Jul 2025 | 2 articles | Viewed by 1131 | Submission Open
Keywords: variational inequality; complementarity problem; variational analysis; optimization; optimal control
(This special issue belongs to the Section C1: Difference and Differential Equations)
Application of Mathematical Method in Image Processing and Information Hiding
edited by Manuel Cedillo-Hernandez, Francisco Javier Garcia-Ugalde and
submission deadline 31 Jul 2025 | 1 articles | Viewed by 1112 | Submission Open
Keywords: image processing; information security; information hiding; steganography; visual cryptography; reversible data hiding; visible and invisible watermarking; steganography with visual illusion; fragile watermarking; deep-learning watermarking; semi-fragile watermarking; zero-watermarking; robust watermarking
(This special issue belongs to the Section E: Applied Mathematics)
Recent Developments in Numerical Methods for Partial Differential Equations
edited by Olivier Pironneau
submission deadline 31 Jul 2025 | 1 articles | Viewed by 1030 | 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)
Mathematics for Algebraic Coding Theory and Cryptography submission deadline 31 Jul 2025 | 2 articles | Viewed by 717 | Submission Open
Keywords: algebraic coding theory; error-correcting codes; public-key cryptography; symmetric-key cryptography; post-quantum algebraic cryptography; secure communication; computational complexity in cryptography
(This special issue belongs to the Section A: Algebra and Logic)
Emerging Trends in Computational Biology and Bioinformatics
edited by Xian F. Mallory
submission deadline 31 Jul 2025 | Viewed by 511 | Submission Open
Keywords: graph theory; statistical learning; Bayesian inference; optimization parameter estimate; deep learning; single-cell sequencing; spatial transcriptome; multi-omics; personalized medicine; mutation calling
(This special issue belongs to the Section E3: Mathematical Biology)
Advanced Mathematical Approaches to Engineering and Computational Problems, 2nd Edition
edited by
submission deadline 31 Jul 2025 | Viewed by 483 | Submission Open
Keywords: mathematics; statistics; advanced methodologies; meta-heuristics; artificial intelligence; deep learning; engineering problems; industrial problems; financial engineering problems; management problems; marketing problems; behavioral problems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Statistical Modeling and Analysis in Medical Research
edited by Lazarus K. Mramba and Qihui Yang
submission deadline 31 Jul 2025 | Viewed by 439 | Submission Open
Keywords: statistics; biostatistics; biometrics
(This special issue belongs to the Section D1: Probability and Statistics)
Current Advances in Biostatistics and Bioinformatics
edited by and Peng-Wei Hu
submission deadline 31 Jul 2025 | Viewed by 428 | Submission Open
Keywords: biostatistics; bioinformatics; biology; genomic data analysis; computational biology; machine learning; data analysis; data visualization in biology
(This special issue belongs to the Section E3: Mathematical Biology)
Innovative Applications of Intelligent Computing in Image Processing and Computer Vision
edited by , Chih-Chieh Chang, Yao-San Lin and
submission deadline 31 Jul 2025 | Viewed by 416 | Submission Open
Keywords: intelligent computing; image processing; computer vision; mathematical modeling; optimization; industrial inspection; security and surveillance; prognostics and health management (PHM); autonomous systems; precision agriculture; cultural heritage; medical imaging
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Modern Trends in Game Theory and Optimal Control
edited by Guanxing Fu and Zuoquan Xu
submission deadline 31 Jul 2025 | 1 articles | Viewed by 403 | Submission Open
Keywords: stochastic control; game theory; mean field game; mean field control; financial mathematics
(This special issue belongs to the Section E5: Financial Mathematics)
Gaussian Process and Machine Learning
edited by Omid Chatrabgoun and
submission deadline 31 Jul 2025 | Viewed by 387 | Submission Open
Keywords: advances in Gaussian process regression for analysing real-world complex data; Gaussian process for Baysiean optimization; Gaussian process for time series analysis; Gaussian process in reinforcement learning; Gaussian process in deep learning; physics-inform neural network (PINNs) versus Gaussian process; Gaussian process for solving stochastic diffrential equations
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Modelling in Computational Fluid Dynamics and Aerodynamics
edited by Zhenhua Jiang
submission deadline 31 Jul 2025 | Viewed by 372 | Submission Open
Keywords: computational fluid dynamics; numerical methods; mathematical modelling; engineering mathematics; aerodynamics
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Portfolio Optimization and Computational Finance: Bridging Theory, Machine Learning, and Real-World Applications
edited by Pilar Grau-Carles
submission deadline 31 Jul 2025 | Viewed by 310 | Submission Open
Keywords: portfolio optimization; computational finance; machine learning in asset allocation; risk management; stochastic optimization models
(This special issue belongs to the Section E5: Financial Mathematics)
Biostatistics and Stochastic Process Analysis
edited by
submission deadline 31 Jul 2025 | Viewed by 304 | Submission Open
Keywords: biostatistics; stochastic analysis; epidemic modeling; statistical genomics; cellular dynamics; survival analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Methods in Machine Learning and Computer Vision
edited by Chenyou Fan
submission deadline 31 Jul 2025 | Viewed by 282 | Submission Open
Keywords: AI for science; approximate physical formulae; approximate mathematical equations; denoising diffusion probabilistic models; explainable large language models; explainable large visual models; ordinary and partial differential equations; stochastic differential equations; ML models for geometry problems; AI reasoning models
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Inverse Problems and Imaging: Theory and Applications, 2nd Edition
edited by
submission deadline 31 Jul 2025 | Viewed by 253 | Submission Open
Keywords: inverse problems; regularization; imaging; image reconstruction; image analysis; tomography; tomographic reconstruction; feature reconstruction; multimodality imaging; multienergy imaging; ultrasound imaging; optical imaging; photoacoustic tomography; magnetic resonance tomography; magnetic particle imaging; artifact reduction; dynamic inverse problems; dynamic tomography; motion artifacts; deep learning in imaging
(This special issue belongs to the Section E: Applied Mathematics)
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