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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Advances in Business Intelligence: Theoretical and Empirical Issues
edited by
submission deadline 20 Aug 2025 | 6 articles | Viewed by 37567 | Submission Open
Keywords: business intelligence; business analytics; big data; web analytics; business process; competitive intelligence
(This special issue belongs to the Section E5: Financial Mathematics)
Advances in Statistical AI and Causal Inference submission deadline 20 Aug 2025 | 5 articles | Viewed by 5442 | Submission Open
Keywords: deep neural networks; causal inference; precision medicine; non-asymptotic theory; treatment effect; statistical machine learning
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in High-Performance Computing, Optimization and Simulation
edited by Hao Jiang and Zhe Quan
submission deadline 20 Aug 2025 | 2 articles | Viewed by 2054 | Submission Open
Keywords: high-performance computing; parallel algorithms; quantum computations; error analysis; heterogenous computing; mixed precision; communication-avoiding computing; performance tuning; optimization; parallelization; simulation
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Advances in Bioinformatics and Mathematical Modelling submission deadline 20 Aug 2025 | 2 articles | Viewed by 2013 | Submission Open
Keywords: bioinformatics (genome or protein) databases; molecular cell biology; cell simulation; and modeling; experimental design; clustering; classification; and association rules; interactive data exploration and discovery; search-based data analytics; big data analytics; machine learning; hidden Markov models; global optimization; dynamic programming; evolutionary computation; meta-heuristics algorithms
(This special issue belongs to the Section E3: Mathematical Biology)
AI-Driven Innovations in Healthcare: Advances in Machine Learning and Computer Vision
edited by and Ruihan Hu
submission deadline 20 Aug 2025 | 3 articles | Viewed by 1621 | Submission Open
Keywords: artificial intelligence; healthcare; machine learning; computer vision
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Stochastic Optimal Control, Game Theory, and Related Applications
edited by Tianyang Nie, Qi Zhang and Shujun Wang
submission deadline 20 Aug 2025 | 3 articles | Viewed by 1365 | Submission Open
Keywords: stochastic optimal control; game theory; maximum principle; dynamic programming principle; forward– backward differential equations; HJB equations
(This special issue belongs to the Section E: Applied Mathematics)
Machine Learning Applications in Image Processing and Computer Vision
edited by
submission deadline 20 Aug 2025 | 1 articles | Viewed by 939 | Submission Open
Keywords: mathematical modeling; machine learning; image processing; computer vision; interpretability; explainable AI; medical imaging; synthetic image generation; feature extraction; anomaly detection
(This special issue belongs to the Section E1: Mathematics and Computer Science)
The Application of Deep Neural Networks in Image Processing
edited by
submission deadline 20 Aug 2025 | 1 articles | Viewed by 847 | Submission Open
Keywords: image classification; object detection; semantic segmentation; image enhancement (e.g.; denoising; deblurring; contrast enhancement; sharpness enhancement); image restoration (e.g.; dehazing; deraining; desnowing; deweathering); edge inference of DNNs
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Models and Numerical Simulation in Engineering submission deadline 20 Aug 2025 | Viewed by 763 | 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)
Advanced Optimization Methods and Applications, 3rd Edition submission deadline 20 Aug 2025 | 1 articles | Viewed by 624 | Submission Open
Keywords: optimization algorithms; heuristics and metaheuristics; approximation algorithms; network optimization; location problems; fuzzy optimization; combinatorial optimization; inverse optimization problems; robust optimization; graph theory; optimal control; forecasting; machine learning; artificial intelligence; parallel programming; mathematical optimization; optimization applications
(This special issue belongs to the Section E: Applied Mathematics)
Analysis on Differentiable Manifolds
edited by
submission deadline 20 Aug 2025 | 1 articles | Viewed by 487 | Submission Open
Keywords: differentiable manifold; (pseudo-)Riemannian metric; submanifold; curvature; optimal inequalities; affine connection; polynomial structure; quasi-Einstein manifold; spacetime; geometric flow; soliton; vector field; fiber bundle; vector distribution; foliations
(This special issue belongs to the Section B: Geometry and Topology)
Finite Element Method and Its Related Research in Computational Mechanics
edited by Yazhou Wang and Tao Xue
submission deadline 20 Aug 2025 | 1 articles | Viewed by 398 | Submission Open
Keywords: finite element analysis; high-order element; variational method; discontinuous Galerkin method; extended finite element method; stabilized finite element method; non-conforming element method; error estimation and control; adaptive finite element method; overlapping finite element method; meshfree methods; smoothed particle hydrodynamics method; moving particle semi-implicit method; peridynamics; dynamic analysis; time integration algorithms; mesh generation; multi-scale simulation; isogeometric analysis; reduced-order modeling; nonlinear material behavior; viscoelastic and hyperelastic materials; contact and interface modeling; subdomain coupling method; parallel computing; GPU accelerated FEM; FEA software development; data-driven approaches
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Dynamical Systems and Complex Systems
edited by
submission deadline 20 Aug 2025 | 1 articles | Viewed by 374 | Submission Open
Keywords: dynamical systems; complex systems; ergodic systems; chaotic systems
(This special issue belongs to the Section C2: Dynamical Systems)
Recent Trends in Hamiltonian Systems
edited by Dan Offin
submission deadline 20 Aug 2025 | Viewed by 316 | Submission Open
Keywords: stability and bifurcations of periodic orbits; Conley– Zehnder index; homoclinic and heteroclinic phenomena; numerical simulation and discrete Hamiltonian systems; N-body systems; choreographies; Laplace resonant chains; integrable systems and normal forms; equivariant variational principle; free time minimizers; Hamilton– Jacobi equation; weak KAM solutions; Lagrangian submanifolds
(This special issue belongs to the Section E4: Mathematical Physics)
Advances in Statistical Methods and Machine Learning for Medical and Genetic Epidemiology
edited by
submission deadline 20 Aug 2025 | Viewed by 198 | Submission Open
Keywords: machine learning; artificial intelligence; genetic epidemiology; causal inference; predictive modeling; big-data analytics; biostatistics; precision medicine
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Multimodal Machine Learning in Medical Research
edited by
submission deadline 20 Aug 2025 | Viewed by 196 | Submission Open
Keywords: multimodal; data fusion; transformer; machine learning; deep learning; graph network
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Stochastic Processes: Theory, Simulation and Applications, 2nd Edition submission deadline 20 Aug 2025 | Viewed by 170 | 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 Intelligence in Systems, Signals and Image Processing
edited by and Wangduk Seo
submission deadline 20 Aug 2025 | Viewed by 155 | Submission Open
Keywords: computational intelligence; deep learning; signal processing systems; image and video processing; multi-modal learning; generative models; biomedical signal processing; pattern recognition; real-world applications; mathematical modeling
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in High-Speed Computing and Parallel Algorithm
edited by
submission deadline 20 Aug 2025 | Viewed by 142 | 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)
Advances in Epidemiological and Biological Systems Modeling
edited by
submission deadline 20 Aug 2025 | Viewed by 125 | Submission Open
Keywords: differential equations; data-driven modeling; numerical analysis; control interventions; public health; stochastic and agent based
(This special issue belongs to the Section E3: Mathematical Biology)
Theory and Applications of Fractional Models submission deadline 20 Aug 2025 | Viewed by 107 | Submission Open
Keywords: fractional calculus; fractional integrals and derivatives; fractional differential equations; stability analysis
(This special issue belongs to the Section C1: Difference and Differential Equations)
Statistical Analysis and Modeling in Medical Research
edited by Xingwu Zhou
submission deadline 24 Aug 2025 | Viewed by 158 | 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 E3: Mathematical Biology)
Sensitivity Analysis and Decision Making submission deadline 25 Aug 2025 | 4 articles | Viewed by 11110 | Submission Open
Keywords: sensitivity analysis in mathematical models; uncertainty analysis; decision making; mathematics for decision making; analytical and simulation methods; fuzzy sets and alternative approaches; model validation and calibration; optimization models
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Fractal Geometry and Applications submission deadline 25 Aug 2025 | Viewed by 367 | Submission Open
Keywords: scale invariance; self-similarity; self-affinity; multi-fractality; persistent homology; conformal invariance; noncommutativity; fractal topology; embedding; fractal measure; fractal metric; effective degrees of freedom; lacunarity; fractal topography; fractal metrology; calculus on fractals; fractal continuum; metamaterials; anomalous diffusion; time series; fractional dimensional space; fractal continuum
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Theoretical and Applied Mathematics in Cryptography and Information Security submission deadline 29 Aug 2025 | 1 articles | Viewed by 447 | Submission Open
Keywords: number theory and cryptography; mathematical foundations of data encryption; machine learning applications in cryptography and security; quantum cryptography and blockchain security; cryptographic protocols and secure communication methods
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Nonlinear Analysis: Theory, Methods and Applications
edited by Ivan P. Jordanov
submission deadline 30 Aug 2025 | 2 articles | Viewed by 1846 | 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)
Mathematical Modelling for Cooperative Communications
edited by , and Han Hai
submission deadline 30 Aug 2025 | Viewed by 175 | Submission Open
Keywords: modulation technologies; UAV communications; system optimization; security communications; algorithms; applications; IRS communications; interdisciplinary areas
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Control, Optimization and Intelligent Computing in Energy submission deadline 31 Aug 2025 | 10 articles | Viewed by 19169 | Submission Open
Keywords: dynamic system stability analysis; linear and non-linear systems; discrete time systems; feedback control systems; controllers for stabilization and linearization; industrial automation and instrumentation systems; power electronics systems and control; distributed energy resources; communication systems for electric power systems; smart grid applications; classical optimization methods; computational intelligence methods; modelling and simulation; sequential and parallel computing; realtime simulation systems
(This special issue belongs to the Section C2: Dynamical Systems)
Applied Mathematics and Intelligent Control in Electrical Engineering submission deadline 31 Aug 2025 | 9 articles | Viewed by 16093 | 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)
Probabilistic Models in Insurance and Finance
edited by
submission deadline 31 Aug 2025 | 7 articles | Viewed by 11598 | Submission Open
Keywords: stochastic models for insurance; stochastic models for finance; survival functions; long memory; financial time series; risk measures; ruin probabilities; heavy-tailed distributions; transformation of distributions; asymptotic estimates
(This special issue belongs to the Section D1: Probability and Statistics)
Recent Advances in Time Series Analysis
edited by Alejandro Ramírez-Rojas and José Rubén Luevano Enríquez
submission deadline 31 Aug 2025 | 8 articles | Viewed by 10427 | Submission Open
Keywords: complex time series; fractality/multifractality; visibility graph; natural time domain; non-extensivity; forecasting; newcasting; complexity measures; dynamical systems; chaos; point processes; Allan factor
(This special issue belongs to the Section D1: Probability and Statistics)
New Advances in Cryptographic Theory and Application
edited by , Yu Yu and
submission deadline 31 Aug 2025 | 6 articles | Viewed by 9947 | Submission Open
Keywords: post-quantum cryptography; privacy-enhanced cryptography; blockchain cryptographic protocols
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Functional Analysis and Applications: 2nd Edition
edited by
submission deadline 31 Aug 2025 | 11 articles | Viewed by 9360 | Submission Open
Keywords: convex and non-convex optimization; variational problems; bilevel optimization problems; quasi-variational inequalities; numerical analysis for optimization problems; monotone inclusion problems; nonlinear integral equations; fixed point theory; variational inequalities; Hilbert spaces; Banach spaces
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Dynamical Systems, Differential Equations, and Their Applications submission deadline 31 Aug 2025 | 5 articles | Viewed by 7396 | Submission Open
Keywords: iterative dynamics; ordinary differential equations; (evolutionary) partial differential equations; applications to physics (cosmology; quantum physics; matter theory; thermodynamics) and other sciences
(This special issue belongs to the Section C1: Difference and Differential Equations)
Dynamics and Control Using Functional Interpolation submission deadline 31 Aug 2025 | 4 articles | Viewed by 6929 | Submission Open
Keywords: numerical stability; convergence and complexity analysis approximation models; continuation methods; numerical linear algebra; differential and integrodifferential equations (ordinary; partial); optimization; and the use of analytical and/or machine-learning approaches
(This special issue belongs to the Section E6: Functional Interpolation)
Applied Cryptography and Blockchain Security
edited by
submission deadline 31 Aug 2025 | 4 articles | Viewed by 6819 | Submission Open
Keywords: applied cryptography; cryptographic algorithms; consensus algorithms; blockchain security; blockchain applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Statistics for Stochastic Processes
edited by
submission deadline 31 Aug 2025 | 2 articles | Viewed by 6789 | Submission Open
Keywords: discrete or continuous time stochastic processes; diffusion-type processes; point processes; random fields; Markov processes; empirical processes and u-processes; statistical learning theory; functional data analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Applications of Artificial Intelligence, Machine Learning and Data Science
edited by Yufeng Yu, Guoxia Xu and Hu Zhu
submission deadline 31 Aug 2025 | 5 articles | Viewed by 6766 | Submission Open
Keywords: machine learning; deep learning; data mining; computer vision; artificial intelligence; image processing; pattern recognition
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Model Optimization and Data Fusion Methods in Aircraft
edited by and Liyue Wang
submission deadline 31 Aug 2025 | 2 articles | Viewed by 6562 | Submission Open
Keywords: advanced model; optimization; aircraft; aircraft design; data-driven method; data fusion; digital twin
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Methods in Electromagnetics submission deadline 31 Aug 2025 | 3 articles | Viewed by 5853 | Submission Open
Keywords: computational electromagnetics; waves; scattering/diffraction; radiation/propagation; numerical methods; asymptotic methods; stochastic modeling; random fields; electromagnetic interference/compatibility
(This special issue belongs to the Section E: Applied Mathematics)
Time Series Forecasting for Economic and Financial Phenomena
edited by Sophia Daskalaki and
submission deadline 31 Aug 2025 | 2 articles | Viewed by 5245 | Submission Open
Keywords: time series models; time series econometrics; financial econometrics; application of time series to real-world problems; time series forecasting; time series analysis; machine learning in forecasting
(This special issue belongs to the Section E5: Financial Mathematics)
New Developments in Statistical Design and Analysis of Clinical Trials
edited by Xianming Tan and Jianping Sun
submission deadline 31 Aug 2025 | 3 articles | Viewed by 5092 | Submission Open
Keywords: clinical trial; safety data; adaptive design; causal inference; subgroup analysis; longitudinal multivariate data
(This special issue belongs to the Section D1: Probability and Statistics)
Stochastic System Analysis and Control
edited by Tianliang Zhang, Xiangyun Lin and Xiushan Jiang
submission deadline 31 Aug 2025 | 5 articles | Viewed by 4664 | Submission Open
Keywords: stochastic modeling; noise analysis; stochastic processes; control strategies; optimization; system analysis; engineering applications; statistical methods; stochastic reinforcement learning; stochastic partial differential equations; practical implementations
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Intelligence: Theory and Applications, 2nd Edition
edited by , Xueshuang Xiang and
submission deadline 31 Aug 2025 | 3 articles | Viewed by 4558 | Submission Open
Keywords: topics include; but are not limited to; the following: pattern recognition; prediction systems; process and system control; bioinformatics; cloud computing; data mining; decision-support systems; intelligent information retrieval; noise analysis; real-time systems; signal and image processing; system modelling and optimization; time-series prediction; deep learning; scientific computing
(This special issue belongs to the Section E: Applied Mathematics)
Differential Geometric Structures and Their Applications
edited by
submission deadline 31 Aug 2025 | 4 articles | Viewed by 3454 | Submission Open
Keywords: Riemannian manifold; submanifold; foliation; almost product manifold; almost contact manifold; second fundamental form; curvature; variation; Ricci-type soliton; Einstein-type metric; geometric analysis; geometric flow
(This special issue belongs to the Section B: Geometry and Topology)
Robust Perception and Control in Prognostic Systems
edited by Song Tang and Mao Ye
submission deadline 31 Aug 2025 | 6 articles | Viewed by 3377 | Submission Open
Keywords: robust perception and control; prognostic systems; unsupervised and semi-supervised learning; transfer learning; adaptive system; AI security
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Applications in Mechanical and Civil Engineering submission deadline 31 Aug 2025 | 3 articles | Viewed by 3294 | Submission Open
Keywords: optimization; computational and numerical methods; signal processing; machine learning; mathematical modeling; control; engineering problems; dimensional analysis
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Statistics for High-Dimensional Data
edited by
submission deadline 31 Aug 2025 | 2 articles | Viewed by 3152 | Submission Open
Keywords: high dimension; large p small n; low sample high dimensional setting; dimension reduction; variable selection
(This special issue belongs to the Section D1: Probability and Statistics)
Deep Learning in Image Processing and Scientific Computing
edited by Xuqing Wu and Siyu Huang
submission deadline 31 Aug 2025 | 1 articles | Viewed by 3106 | Submission Open
Keywords: machine learning; deep learning; neural networks; computer vision; image processing; AI-generated content; AI for science
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Optimization Theory, Algorithms and Applications
edited by Nataliya I. Kalashnykova
submission deadline 31 Aug 2025 | 4 articles | Viewed by 2785 | Submission Open
Keywords: continuous; discrete; and combinatorial optimization; global optimization; multilevel and multi-objective optimization; exact; heuristic; and metaheuristic algorithms; convergence and complexity issues; optimization in operations research and machine learning; multidisciplinary applications of optimization and operations research
(This special issue belongs to the Section E2: Control Theory and Mechanics)
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