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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Mathematical Foundations and New Advances in Deep Learning Applications
edited by and Geon Woo Lee
submission deadline 31 Jul 2025 | Viewed by 329 | Submission Open
Keywords: mathematical methods in deep learning for speech processing; algorithms for computer vision applications; machine vision and optimization for industrial automation; advances in natural language processing: models and algorithms; deep learning and mathematical modeling in IoT systems; real-time audio and video analysis through neural network algorithms; optimization in edge computing and intelligent IoT devices; mathematical techniques for sensor data analysis in smart environments; cross-disciplinary deep learning applications in healthcare; finance; and security; novel neural network architectures for multi-modal data processing; adaptive systems and machine learning: theoretical foundations; semantic analysis; knowledge representation; and algorithmic approaches; deep learning for smart cities and surveillance systems: algorithmic innovations; usability and user interaction optimization in AI-driven interfaces; evaluation frameworks and methodologies for deep learning-based systems; emerging trends in AI-driven automation: mathematical and algorithmic perspectives
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Gaussian Process and Machine Learning
edited by Omid Chatrabgoun and
submission deadline 31 Jul 2025 | Viewed by 320 | 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)
Engineering Thermodynamics and Fluid Mechanics submission deadline 31 Jul 2025 | Viewed by 306 | Submission Open
Keywords: magnetorheological fluids; advanced thermodynamics; nonlinear wave propagation; computational fluid dynamics; rheological models; biological fluids; multi-scale modeling; hybrid materials; energy management; metamaterials
(This special issue belongs to the Section E4: Mathematical Physics)
Data-Driven or AI-Driven Optimization Algorithms and Their Applications
edited by , , Lijun Zhu and Yongman Zhao
submission deadline 31 Jul 2025 | Viewed by 295 | Submission Open
Keywords: planning and scheduling; supply chain management; construction heuristics; metaheuristics; approximation and randomized algorithms; mixed integer programming; algorithmic game theory; deep reinforcement learning; graph neural networks; simulation and digital twins; real-time and online optimization; explainable and interpretable optimization; optimization for sustainability; stochastic optimization; robust optimization; contextual optimization; distributed optimization; variational inequalities and numerical approximations; cross-disciplinary applications
Mathematical Modelling in Computational Fluid Dynamics and Aerodynamics
edited by Zhenhua Jiang
submission deadline 31 Jul 2025 | Viewed by 270 | 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)
Biostatistics and Stochastic Process Analysis
edited by
submission deadline 31 Jul 2025 | Viewed by 269 | 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)
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 241 | 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)
Mathematics for Algebraic Coding Theory and Cryptography submission deadline 31 Jul 2025 | Viewed by 240 | 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)
Mathematical Methods in Machine Learning and Computer Vision
edited by Chenyou Fan
submission deadline 31 Jul 2025 | Viewed by 227 | 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 200 | 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)
Mathematical Method in Parallel Computing and High-Performance Computing
edited by Rongchun Li
submission deadline 31 Jul 2025 | Viewed by 179 | Submission Open
Keywords: parallel computing; high-performance computing (HPC); mathematical algorithms; numerical methods; scalability; computational efficiency; data processing; scientific simulations; interdisciplinary collaboration; computational optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Multiphase Flow and Artificial Intelligence
edited by Weikai Ren and Ziqing Pan
submission deadline 31 Jul 2025 | Viewed by 156 | Submission Open
Keywords: multiphase flows; artificial intelligence; machine learning; fluid flow; hydrodynamics; multiphase flow measurement; turbulence; multiphase flows and combustion; CFD theory and application; underground energy; porous media; bubbles; hydrogen; fuel cells; CCUS
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Modelling and Simulation of Complex Physical Systems
edited by Delfino Ladino-Luna
submission deadline 31 Jul 2025 | Viewed by 153 | Submission Open
Keywords: stability; finite time; ecological function; objective function; thermodynamic optimization; non-equilibrium thermodynamics; algorithmic thermodynamics; thermodynamic equations; applied mathematical methods; computational physics; modeling of energy-converting systems; modeling of energy systems; modeling of thermal systems; energy conversion modeling; complex physical systems; quantum thermodynamic machines; quantum machine modeling
(This special issue belongs to the Section E4: Mathematical Physics)
Modern Trends in Game Theory and Optimal Control
edited by Guanxing Fu and Zuoquan Xu
submission deadline 31 Jul 2025 | Viewed by 138 | 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)
Mathematical and Computational Models of Cognition, 2nd Edition
edited by
submission deadline 31 Jul 2025 | Viewed by 126 | Submission Open
Keywords: mathematical cognitive science; cognitive modeling; mathematical modeling; cognitive science; computational modeling; metamodeling; psychophysics; mathematical psychology; cognition; perception; concept learning; categorization; memory; reasoning; problem solving; similarity assessment; decision-making; attention
(This special issue belongs to the Section E3: Mathematical Biology)
Nonlinear Vibration Theory and Mechanical Dynamics, 2nd Edition
edited by
submission deadline 31 Jul 2025 | Viewed by 105 | Submission Open
Keywords: nonlinear oscillators; dynamics of mechanisms and machines; dynamics of systems with variable mass; nonlinear phenomena in mechanical systems; analytical solving procedures; computational methods in nonlinear systems
(This special issue belongs to the Section C2: Dynamical Systems)
Future Technologies and Models for Integrated Transportation and Intelligent Transportation Networks
edited by Chenyu Huang, and Trung Thanh Nguyen
submission deadline 1 Aug 2025 | 1 articles | Viewed by 1260 | Submission Open
Keywords: intelligent transportation systems; multimodal transportation; transportation network; algorithms; mathematical methods; optimization; data fusion; machine learning; edge computing; digital twins
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Machine Learning and Finance submission deadline 5 Aug 2025 | 10 articles | Viewed by 20624 | Submission Open
Keywords: machine learning; neural networks; finance; XAI; MFGs; economics; computer science; stochastic analysis; risk; predictive modelling; CR modelling; fraud detection; sentiment analysis
(This special issue belongs to the Section E5: Financial Mathematics)
Mathematical Modelling, Analysis, and Optimization for Engineering and Mechanics submission deadline 10 Aug 2025 | 7 articles | Viewed by 9377 | Submission Open
Keywords: fluid dynamics; turbulence modelling; nonlinear dynamics; hydrodynamic instabilities; fluids in porous media; thin films; mathematical modelling; nonlinear analysis; numerical methods; partial differential equations; Navier– Stokes systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Recent Studies in Differential Geometry and Its Applications
edited by
submission deadline 10 Aug 2025 | 6 articles | Viewed by 6066 | Submission Open
Keywords: differentiable manifold; (pseudo-)Riemannian metric; affine connection; soliton; vector field
(This special issue belongs to the Section B: Geometry and Topology)
Statistics: Theories and Applications
edited by , Shaoyu Li and
submission deadline 10 Aug 2025 | 2 articles | Viewed by 2021 | Submission Open
Keywords: Bayesian statistics; distributed computing; variable selection; nonparametric smoothing; financial time series analysis; analysis of genetics data; high-dimensional data; AI-assisted model validation
(This special issue belongs to the Section D1: Probability and Statistics)
Advanced Mathematical Methods for Networked System Control and Synchronization
edited by Ziqian Liu, Yanli Huang and Jinliang Wang
submission deadline 10 Aug 2025 | 1 articles | Viewed by 791 | Submission Open
Keywords: networked systems; control theory; synchronization; differential equations; graph theory; optimization algorithms; Lyapunov functions; consensus algorithms; game theory; Kalman filters
(This special issue belongs to the Section E: Applied Mathematics)
Numerical Analysis of Differential Equations with Applications
edited by
submission deadline 10 Aug 2025 | Viewed by 256 | Submission Open
Keywords: mathematical models for ordinary differential equations; mathematical methods for partial differential equations; numerical methods for ordinary differential equations; numerical methods for partial differential equations; existence analysis for differential equations; convergence analysis for differential equations; computational experiments for differential equations
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Methods in Computer Graphics and Image Processing
edited by Wanwan Li
submission deadline 10 Aug 2025 | Viewed by 198 | Submission Open
Keywords: realistic rendering; object recognition; image enhancement; procedural modeling; mathematical frameworks; differential geometry; numerical methods; optimization techniques; machine learning; computational algebra
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advancements in Application of Scientific Computing and Numerical Analysis
edited by Faranak Courtney-Pahlevani
submission deadline 10 Aug 2025 | Viewed by 195 | Submission Open
Keywords: numerical analysis; scientific computing; numerical algorithms; numerical methods in ODE and PDE; optimization; interpolation
(This special issue belongs to the Section E: Applied Mathematics)
Mathematics Applications of Artificial Intelligence and Computer Vision
edited by Dimitrios Tsourounis
submission deadline 10 Aug 2025 | Viewed by 190 | Submission Open
Keywords: computer vision; artificial intelligence; mathematical modeling; image processing; deep learning; pattern recognition; geometric methods; knowledge distillation; optimization techniques; computational intelligence
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computation, Modeling and Simulation for Nanofluidics
edited by Musawenkosi Patson Mkhatshwa and
submission deadline 10 Aug 2025 | Viewed by 169 | Submission Open
Keywords: computational techniques; nanofluidics; mathematical modeling; molecular dynamics; multi-scale approaches; machine learning; micro- and nanoscale transport; fluid dynamics; heat and mass transport
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Statistical Approaches with Applications for Multivariate Data Analysis
edited by Md Erfanul Hoque
submission deadline 10 Aug 2025 | Viewed by 138 | Submission Open
Keywords: multivariate data; biostatistical methods; time series analysis; dynamic data science; machine/statistical learning; computational statistics; bayesian analysis; longitudinal data analysis; image analysis; spatial/spatio temporal analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Artificial Intelligence and Mathematical Models in Robotics and Automation
edited by Biao Lu and Minnan Piao
submission deadline 11 Aug 2025 | 2 articles | Viewed by 2782 | Submission Open
Keywords: artificial intelligence; mathematical models; robotics; automation; machine learning; control theory; perception and sensing; decision making; human– robot interaction; autonomous systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Artificial Intelligence and Data Science, 2nd Edition
edited by and
submission deadline 11 Aug 2025 | Viewed by 338 | Submission Open
Keywords: intelligent computing such as auto machine learning; lifelong learning; etc.; complexity theory; high-performance computing; big data technologies and applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applications of Fuzzy Optimization and Decision Making
edited by Maria Carmen Sánchez-Gil
submission deadline 15 Aug 2025 | 1 articles | Viewed by 2731 | Submission Open
Keywords: mathematical modeling; decision-making; fuzzy optimization; fuzzy computing; optimization applications; fuzzy sets; hybrid fuzzy optimization; fuzzy ranking
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Recent Computational Analysis and Simulation for Mathematical Soft Computing Modelling and Nanoscience: Optimisation Techniques submission deadline 15 Aug 2025 | 1 articles | Viewed by 2069 | Submission Open
Keywords: soft computing techniques; mesoscopic/macroscopic formulations; physical nanomaterial models for experimental design and characterization; heat enhancement; nanoparticles; numerical simulations; thermal transferring in nanostructures; thermal measurement technologies; heat transfer; multi-scale computational approaches; artificial intelligence; machine learning; image processing; entropy analysis; hybrid models; combination of mathematical algorithms; discretization methods; particle physics
(This special issue belongs to the Section E: Applied Mathematics)
Advancements in Distributed Computing and Blockchain Technologies
edited by Yingjie Xue
submission deadline 15 Aug 2025 | 1 articles | Viewed by 335 | 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)
Network Comparison and Alignment: Topology Beyond Degrees and Paths
edited by
submission deadline 15 Aug 2025 | Viewed by 149 | Submission Open
Keywords: network analysis; network alignment; graphlets; network motifs
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Business Intelligence: Theoretical and Empirical Issues
edited by
submission deadline 20 Aug 2025 | 6 articles | Viewed by 37874 | 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 5526 | 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 2081 | 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 2039 | 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 1693 | 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 1392 | 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 965 | 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 854 | 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 772 | 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 654 | 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 502 | 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 406 | 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 386 | 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 319 | 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 205 | 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 199 | 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)
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