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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Actuarial Statistical Modeling and Applications
edited by
submission deadline 31 Jul 2025 | 1 articles | Viewed by 921 | Submission Open
Keywords: predictive analytics; statistical learning; dependence modeling; quantitative risk management; actuarial pricing and reserving; risk classification; survival analysis; longitudinal data analysis; multivariate data analysis; portfolio optimization; extreme value theory; actuarial science; predictive modeling; actuarial statistics
(This special issue belongs to the Section D1: Probability and Statistics)
Recent Developments in Numerical Methods for Partial Differential Equations
edited by Olivier Pironneau
submission deadline 31 Jul 2025 | 1 articles | Viewed by 818 | 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)
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 804 | 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)
Variational Inequality, 2nd Edition
edited by
submission deadline 31 Jul 2025 | 1 articles | Viewed by 719 | Submission Open
Keywords: variational inequality; complementarity problem; variational analysis; optimization; optimal control
(This special issue belongs to the Section C1: Difference and Differential Equations)
Reliability Analysis and Statistical Computing
edited by Yubin Tian, Wei Ning and Dianpeng Wang
submission deadline 31 Jul 2025 | 1 articles | Viewed by 655 | Submission Open
Keywords: reliability analysis; reliability optimization; reliability estimation; failure modes and effects analysis (FMEA); accelerated degeneration test (ADT); accelerated life testing (ALT); statistical computing; data-driven statistical assessment
(This special issue belongs to the Section D1: Probability and Statistics)
Statistics and Stochastic Modeling in Bioinformatics and Computational Biology
edited by Elizabeth P. Chou
submission deadline 31 Jul 2025 | 1 articles | Viewed by 632 | Submission Open
Keywords: computational statistics; machine learning; high-dimensional data analysis; computational biology; bioinformatics; stochastic modeling; statistical methods; data analysis; predictive modeling; bioinformatics
(This special issue belongs to the Section E3: Mathematical Biology)
Applications of Mathematics Analysis in Financial Marketing
edited by Yue Qi
submission deadline 31 Jul 2025 | 1 articles | Viewed by 607 | Submission Open
Keywords: optimization; mathematical finance; artificial intelligence; machine learning; big data
(This special issue belongs to the Section E5: Financial Mathematics)
Advanced Optimization Modeling and Algorithms for Planning and Scheduling submission deadline 31 Jul 2025 | Viewed by 599 | Submission Open
Keywords: planning and scheduling; mathematical programming; combinatorial optimization; stochastic and robust optimization; algorithm design; machine learning; multi-objective optimization; cloud; edge and fog computing; multi-access edge computing (MEC); real-world applications; energy optimization; cost optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Optimization Algorithms in the Era of Machine Learning
edited by Francesco Alesiani
submission deadline 31 Jul 2025 | Viewed by 474 | Submission Open
Keywords: optimization for machine learning; gradient estimation for continuous– discrete programming; efficient algorithms for optimal transport optimization; diffusion models and normalizing flows; optimization algorithms for discrete and combinatorial optimization; optimization algorithms for bilevel optimization; optimization algorithms of Bayesian learning; physic inspired optimization and learning methods
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Biological Systems with Mathematics
edited by and Carlos Borau Zamora
submission deadline 31 Jul 2025 | Viewed by 473 | Submission Open
Keywords: computational biomechanics; cell mechanics; numerical modeling of medical devices; patient-specific-based numerical models; finite element method; diffusion models in the tissue engineering; constitutive models; numerical methods in the biomedical engineering; numerical algorithms and imaging techniques; machine learning techniques
(This special issue belongs to the Section E3: Mathematical Biology)
Emerging Trends in Computational Biology and Bioinformatics
edited by Xian F. Mallory
submission deadline 31 Jul 2025 | Viewed by 455 | 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 406 | 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)
Evolutionary Computation and Artificial Intelligence in Control and Robotic System
edited by
submission deadline 31 Jul 2025 | Viewed by 381 | Submission Open
Keywords: evolutionary computation; computational intelligence; intelligent control systems; intelligent robotics; machine intelligence; applied artificial intelligence; metaheuristic optimization; neuroevolution; reinforcement learning
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Current Advances in Biostatistics and Bioinformatics
edited by and Peng-Wei Hu
submission deadline 31 Jul 2025 | Viewed by 343 | Submission Open
Keywords: biostatistics and bioinformatics; genomic data analysis; computational biology; machine learning; data analysis; data visualization in biology
(This special issue belongs to the Section E3: Mathematical Biology)
Statistical Modeling and Analysis in Medical Research
edited by Lazarus K. Mramba and Qihui Yang
submission deadline 31 Jul 2025 | Viewed by 335 | Submission Open
Keywords: statistics; biostatistics; biometrics
(This special issue belongs to the Section D1: Probability and Statistics)
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 332 | 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)
Mathematical Foundations and New Advances in Deep Learning Applications
edited by and Geon Woo Lee
submission deadline 31 Jul 2025 | Viewed by 323 | 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 319 | 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 293 | 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 290 | 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
Biostatistics and Stochastic Process Analysis
edited by
submission deadline 31 Jul 2025 | Viewed by 266 | 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 Modelling in Computational Fluid Dynamics and Aerodynamics
edited by Zhenhua Jiang
submission deadline 31 Jul 2025 | Viewed by 262 | 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 240 | 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 237 | 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 224 | 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 192 | 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 174 | 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 149 | 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 147 | Submission Open
Keywords: mathematical models of thermal systems; stability; finite time; ecological function; objective function; thermodynamics; quantum machines; energy converter systems; thermal systems; heat transfer; thermal engineering; complex physical systems; dynamic thermal systems; thermodynamic equations
(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 137 | 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 122 | 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 104 | 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 1233 | 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 20278 | 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 9332 | 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 6023 | 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 1998 | 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 769 | 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 252 | 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)
Advancements in Application of Scientific Computing and Numerical Analysis
edited by Faranak Courtney-Pahlevani
submission deadline 10 Aug 2025 | Viewed by 191 | 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)
Mathematical Methods in Computer Graphics and Image Processing
edited by Wanwan Li
submission deadline 10 Aug 2025 | Viewed by 188 | 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)
Mathematics Applications of Artificial Intelligence and Computer Vision
edited by Dimitrios Tsourounis
submission deadline 10 Aug 2025 | Viewed by 181 | 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 164 | 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 134 | 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 2763 | 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 328 | 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 2707 | 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 2060 | 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 311 | 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 143 | Submission Open
Keywords: network analysis; network alignment; graphlets; network motifs
(This special issue belongs to the Section E1: Mathematics and Computer Science)
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