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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Statistical Data Modeling and Machine Learning with Applications, 3rd Edition submission deadline 31 Dec 2025 | 21 articles | Viewed by 63066
Keywords: computational statistics; dimensionality reduction; variable selection; parameter estimation; model selection; Bayesian networks; causal inference; missing data; D-optimality; nonparametric statistical modeling; supervised learning (classification; regression); clustering methods; financial statistics and econometrics; statistical algorithms; time series analysis and forecasting; machine learning algorithms; decision trees; ensemble methods; neural networks; deep learning; hybrid models; data analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Advanced Methods and Applications with Deep Learning in Object Recognition submission deadline 31 Dec 2025 | 8 articles | Viewed by 45995
Keywords: object detection and classification; multi-object tracking; deep-learning architectures; model training and evaluation; loss functions in learning; evaluation metrics and datasets; class imbalance; applications of object detection and object tracking; aerial object identification; transformers for object detection; edge ai for object detection; multi-modal object detection
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Application of Artificial Intelligence, Machine Learning and Data Science in Industrial and Medical Domains submission deadline 31 Dec 2025 | 6 articles | Viewed by 24670
Keywords: applied artificial intelligence; applied machine learning; data science; engineering applications of AI; generative AI; intelligent decision support systems; computer vision
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Modeling and Optimization of Complex Engineering Systems under Uncertainties
edited by and Shui Yu
submission deadline 31 Dec 2025 | 8 articles | Viewed by 22265
Keywords: Complex systems; Reliability; Control; Advanced modeling technology; Design optimization; Uncertainty-based design and optimization; Reliability-based design and optimization; Optimization methods; Uncertainty quantification and  propagation; Multidisciplinary design optimization; Risk assessment; Fault diagnosis; Physics of failure; Reliability hazard analysis; Fuzzy reliability analysis; Uncertainty in engineering; Artificial intelligence; Machine learning
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advanced Research in Complex Analysis Operators and Special Classes of Analytic Functions
edited by
submission deadline 31 Dec 2025 | 19 articles | Viewed by 21417
Keywords: analytic function; univalent function; differential operator; integral operator; fractional operator; q-operator; differential subordination; differential superordiantion
(This special issue belongs to the Section C4: Complex Analysis)
Innovations in Optimization and Operations Research
edited by , and Socorro Rangel
submission deadline 31 Dec 2025 | 11 articles | Viewed by 19542
Keywords: optimization; operations research; metaheuristics; multi-objective optimization; combinatorial optimization; stochastic optimization; heuristics; supply chain management; logistics; robust optimization; game theory; evolutionary algorithms; swarm intelligence; finance; economics; engineering; decision support systems; data-driven optimization; machine learning; real-world applications; multidisciplinary applications
(This special issue belongs to the Section D: Statistics and Operational Research)
Advances in Artificial Intelligence, Machine Learning and Optimization
edited by Zne-Jung Lee and
submission deadline 31 Dec 2025 | 12 articles | Viewed by 18658
Keywords: artificial intelligence; machine learning; optimization; biocomputing; intelligent control; intelligent computing; data mining; deep learning; intelligent technologies and applications in engineering
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Non-associative Structures and Their Applications in Physics and Geometry submission deadline 31 Dec 2025 | 7 articles | Viewed by 17414
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)
Artificial Neural Networks and Dynamic Control Systems submission deadline 31 Dec 2025 | 9 articles | Viewed by 16116
Keywords: control systems; nonlinear systems; stability; synchronization analysis; fractional-order nonlinear systems; neural networks; mathematical modeling; fuzzy logics 
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Applied Mathematical Modelling and Dynamical Systems, 2nd Edition submission deadline 31 Dec 2025 | 11 articles | Viewed by 15959
Keywords: mathematical modeling; dynamical systems; nonlinear systems; theory of singularities; fixed point theory; bifurcation theory; complex systems; iteration theory; topological dynamics; ergodic theory; symbolic dynamics; population dynamics; embedding problems; networks; synchronization; simulation; chaos; functional equations
(This special issue belongs to the Section C2: Dynamical Systems)
Quantum Computing and Networking submission deadline 31 Dec 2025 | 4 articles | Viewed by 14854
Keywords: quantum algorithms; quantum annealing algorithms; quantum-inspired algorithms; distributed quantum algorithms; quantum machine learning; quantum neural networks; quantum key distribution; quantum network routing; quantum network communication; quantum network protocol designs; quantum Internet of Things (QIoT)
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Latest Advances in Mathematical Economics submission deadline 31 Dec 2025 | 6 articles | Viewed by 14690
Keywords: stability; convergence issues; analytical solutions; coefficient matrices; computational and algorithmic methods
(This special issue belongs to the Section E5: Financial Mathematics)
Advances in Dynamical Systems, Differential Equations, and Their Applications submission deadline 31 Dec 2025 | 6 articles | Viewed by 13906
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)
Quantum Computing Algorithms and Quantum Computing Simulators submission deadline 31 Dec 2025 | 3 articles | Viewed by 13732
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Foundations in NLP: Applications and Challenges
edited by Jizheng Wan and Mubashir Ali
submission deadline 31 Dec 2025 | 5 articles | Viewed by 13680
Keywords: NLP; LLMs; machine learning; deep learning; text generation; speech recognition; sentiment analysis; conversational AI; ethical AI
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Reliability Estimation and Mathematical Statistics
edited by Kamel Rekab
submission deadline 31 Dec 2025 | 9 articles | Viewed by 13605
Keywords: estimation; reliability; sequential; Bayesian; classical; decision rule; simulation; software; system
(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 Dec 2025 | 10 articles | Viewed by 12579
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)
Metaheuristic Algorithms, 2nd Edition
edited by
submission deadline 31 Dec 2025 | 8 articles | Viewed by 12016
Keywords: swarm intelligence; bio-inspired algorithms; evolutionary algorithms; neighborhood search algorithms; hybridized algorithms; metaheuristics applied to combinatorial problems; metaheuristics applied to continuous problems; empirical and theoretical research on metaheuristics; high-impact applications of metaheuristics
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Methods of Operational Research and Data Analytics in Operations Planning and Scheduling
edited by and
submission deadline 31 Dec 2025 | 6 articles | Viewed by 11546
Keywords: planning; scheduling; models; frameworks; manufacturing; healthcare; transportation; logistics; supply chain; combinatorial optimization; computational complexity; design of algorithms; special cases; polynomial algorithms; exact methods; heuristic methods; metaheuristics; machine learning; artificial intelligence
(This special issue belongs to the Section E: Applied Mathematics)
Current Topics in Optimization, Inequalities and Convex Function Theory
edited by Sorin Rǎdulescu and
submission deadline 31 Dec 2025 | 11 articles | Viewed by 11118
Keywords: convex functions; biconvex functions; generalized convexity; subharmonic functions; absolute monotone functions; majorization theory; Schur convex functions; Jensen inequality; Hermite– Hadamard inequality; weighted inequalities; control theory; mathematical programming; differential inequalities; variational inequalities; equilibrium problems
(This special issue belongs to the Section E: Applied Mathematics)
Privacy-Preserving Machine Learning in Large Language Models (LLMs)
edited by and
submission deadline 31 Dec 2025 | 5 articles | Viewed by 10894
Keywords: privacy preserving; large language models; machine unlearning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
AI-Driven Innovations in Healthcare: Advances in Machine Learning and Computer Vision
edited by and Ruihan Hu
submission deadline 31 Dec 2025 | 7 articles | Viewed by 10273
Keywords: artificial intelligence; healthcare; machine learning; computer vision
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Problems in Chemical Physics submission deadline 31 Dec 2025 | 3 articles | Viewed by 9968
(This special issue belongs to the Section C1: Difference and Differential Equations)
Computational Methods in Electromagnetics submission deadline 31 Dec 2025 | 5 articles | Viewed by 9824
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)
Advanced Research in Numerical Analysis of Partial Differential Equations
edited by Zhen Chao and Xiang-Sheng Wang
submission deadline 31 Dec 2025 | 6 articles | Viewed by 9696
Keywords: finite element method; boundary element method; finite difference method; parallel computing techniques; spectral method; inverse problem; numerical optimization; computational fluid dynamics; multiscale methods; fractional differential equations
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Research in Mathematical Physics Models with Painlevé Property and Affine Weyl Group Symmetry
edited by
submission deadline 31 Dec 2025 | 5 articles | Viewed by 9548
Keywords: mathematical Physics; integrable models; Painlevé equations; applications of symmetry
(This special issue belongs to the Section E4: Mathematical Physics)
Advanced Methods and Applications in Medical Informatics
edited by Chengsheng Mao and
submission deadline 31 Dec 2025 | 4 articles | Viewed by 8532
Keywords: medical informatics; electronic health records; medical data analysis; medical decision making
(This special issue belongs to the Section E: Applied Mathematics)
Discrete Event Dynamic Systems and Applications
edited by Gaiyun Liu and
submission deadline 31 Dec 2025 | 5 articles | Viewed by 8253
Keywords: discrete event dynamic system; formal method; property verification; networked control system; cyber security; system control; optimization and scheduling; distributed system; system reconfiguration; stochastic process and uncertainty; timing aspects in DEDS and hybrid systems; cyber– physical system; artificial intelligence in discrete event dynamic system; applications of discrete event dynamic system
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Modeling, Analysis and Optimization for Mathematical Finance, Economics and Risks, 2nd Edition
edited by , , Linlin Tian and Bing Liu
submission deadline 31 Dec 2025 | 6 articles | Viewed by 7623
Keywords: risk assessment and management; optimization; green finance; data-driven financial modeling; financial risk management with machine learning
(This special issue belongs to the Section E5: Financial Mathematics)
The Applications of Fractional Calculus in Control Engineering, Dynamical Systems and Signal Processing submission deadline 31 Dec 2025 | 2 articles | Viewed by 7088
Keywords: fractional calculus; fractional-order control systems; fractional-order dynamics; signal processing; synchronization; memory trace
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Innovations and Contributions Within Communication and Information Processing
edited by Li Guo, , Jesus Requena-Carrión and
submission deadline 31 Dec 2025 | 3 articles | Viewed by 6714
Keywords: block chain and cryptography; cloud computing and scheduling optimization; computational intelligence and grid computing; computer crime prevention and detection; computer security; data mining and big data analysis; data stream processing in mobile/sensor networks; distributed and parallel applications; evolutionary learning and optimization; fuzzy and neural network systems; image processing and signal processing; information and data management; information and network security; mobile and social network programming; multimedia computing; mathematical optimization and swarm intelligence; software engineering; ubiquitous computing; services and applications; web services modeling and web composition; wireless communications optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Mathematical Optimization in Operational Research
edited by and Jiayan Xu
submission deadline 31 Dec 2025 | 6 articles | Viewed by 6655
Keywords: optimization; operational research; operations and supply chain management; real-world applications
(This special issue belongs to the Section D: Statistics and Operational Research)
Innovative Methods in Long Sequence Forecasting and Time Series Analysis
edited by Haoyi Zhou, Qingyun Sun and
submission deadline 31 Dec 2025 | 5 articles | Viewed by 6635
Keywords: time series analysis; spatiotemporal forecasting; non-stationary process modeling; high-dimensionality embedding; interpretability– accuracy trade-off; frequency– time domain synthesis; long-term dependency modeling; cross-scale dependency learning; data-driven decision making; domain knowledge integration; interdisciplinary applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Analytical Approaches to Nonlinear Dynamical Systems and Applications, 3rd Edition
edited by
submission deadline 31 Dec 2025 | 7 articles | Viewed by 6400
Keywords: dynamical systems; nonlinear phenomena; analytical methods; nonlinear differential equations; approximate analytical solutions
(This special issue belongs to the Section C2: Dynamical Systems)
Polynomial Sequences and Their Applications, 2nd Edition submission deadline 31 Dec 2025 | 6 articles | Viewed by 5705
Keywords: orthogonal polynomials; matrix methods; monomiality principle; generating functions; Sheffer; Appell and binomial classes; Lidstone type class; umbral calculus; interpolation; boundary value problems; numerical quadrature   TRANSLATE with x English Arabic Hebrew Polish Bulgarian Hindi Portuguese Catalan Hmong Daw Romanian Chinese Simplified Hungarian Russian Chinese Traditional Indonesian Slovak Czech Italian Slovenian Danish Japanese Spanish Dutch Klingon Swedish English Korean Thai Estonian Latvian Turkish Finnish Lithuanian Ukrainian French Malay Urdu German Maltese Vietnamese Greek Norwegian Welsh Haitian Creole Persian   //   TRANSLATE with COPY THE URL BELOW Back EMBED THE SNIPPET BELOW IN YOUR SITE Enable collaborative features and customize widget: Bing Webmaster Portal Back //     This page is in English   Translate to Simplified Chinese         Afrikaans Albanian Amharic Arabic Armenian Azerbaijani Bengali Bulgarian Catalan Croatian Czech Danish Dutch English Estonian Finnish French German Greek Gujarati Haitian Creole Hebrew Hindi Hungarian Icelandic Indonesian Italian Japanese Kannada Kazakh Khmer Korean Kurdish (Kurmanji) Lao Latvian Lithuanian Malagasy Malay Malayalam Maltese Maori Marathi Myanmar (Burmese) Nepali Norwegian Pashto Persian Polish Portuguese Punjabi Romanian Russian Samoan Simplified Chinese Slovak Slovenian Spanish Swedish Tamil Telugu Thai Traditional Chinese Turkish Ukrainian Urdu Vietnamese Welsh   Always translate English to Simplified Chinese Never translate English Never translate admin.mdpi.com
(This special issue belongs to the Section E: Applied Mathematics)
Advances in High-Performance Computing, Optimization and Simulation
edited by Hao Jiang and Zhe Quan
submission deadline 31 Dec 2025 | 4 articles | Viewed by 5650
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)
Analysis on Differentiable Manifolds
edited by
submission deadline 31 Dec 2025 | 9 articles | Viewed by 5585
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)
Soliton Theory and Integrable Systems in Mathematical Physics
edited by
submission deadline 31 Dec 2025 | 4 articles | Viewed by 5309
Keywords: numerical simulation; solitons; quasi-integrability; nonlinear evolutions; symmetries; conserved charges
(This special issue belongs to the Section E4: Mathematical Physics)
Analysis and Applications of Control Systems Theory
edited by Quan-Yong Fan
submission deadline 31 Dec 2025 | 5 articles | Viewed by 5240
Keywords: robust control; optimal control; adaptive control; fault-tolerant control; fault detection; switching control; event-triggered control; adaptive dynamic programming; security control; cyber– physical systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational and Analytical Methods for Inverse Problems
edited by Mohsen Tadi
submission deadline 31 Dec 2025 | 3 articles | Viewed by 5214
Keywords: inverse problem; Cauchy problem; regularization; land/sea mine detection; impedance tomography; inverse wave scattering in elastic/electromagnetic domains
(This special issue belongs to the Section E: Applied Mathematics)
Modeling Multivariate Financial Time Series and Computing submission deadline 31 Dec 2025 | 2 articles | Viewed by 5211
Keywords: conditional covariance matrix; multivariate financial time series analysis; computational methods for multivariate time series analysis; spillovers; risk measures; tail risk measures
(This special issue belongs to the Section E5: Financial Mathematics)
Mathematical Finance: Statistical Inference, Stochastic Modeling, and Advanced Algorithms submission deadline 31 Dec 2025 | 4 articles | Viewed by 5029
Keywords: modeling of financial time series; derivatives pricing; term structure of interest rates; stochastic volatility and risk modeling; price duration analysis; high-frequency data analysis; sequential Monte Carlo and particle filtering; Markov chain Monte Carlo; laplace approximations; machine learning methods; other approximating techniques; including random forests; deep Learning; reinforcement learning; and non-parametric estimators
(This special issue belongs to the Section E5: Financial Mathematics)
Research and Advances in Network Security
edited by
submission deadline 31 Dec 2025 | 2 articles | Viewed by 4649
Keywords: innovative security protocols; contemporary networking scenarios; secure networks; robust data protection; quantum-resistant algorithms; IDPSs; AI-driven approaches
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Algebraic Modal Logic and Proof Theory
edited by Minghui Ma
submission deadline 31 Dec 2025 | 2 articles | Viewed by 4642
Keywords: modal algebra; modal logic; proof theory
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Research on Applied Partial Differential Equations
edited by Erwin Suazo and
submission deadline 31 Dec 2025 | 3 articles | Viewed by 4374
Keywords: fractional calculus; ordinary differential equations; partial differential equations; stochastic differential equations; nonlinear wave propagation; applications of difference and differential equations in finance (or applications in finance); differential learning methods
(This special issue belongs to the Section C1: Difference and Differential Equations)
Federated Learning Strategies for Machine Learning
edited by Lavinia Ferariu, and
submission deadline 31 Dec 2025 | 2 articles | Viewed by 4278
Keywords: federated learning algorithms; federated reinforcement learning; federated generative model; privacy and security in federated learning; communication efficiency for federated learning; federated learning frameworks; standardisation and interoperability; multi-task learning; evaluation metrics in transfer learning; advanced learning algorithms; distributed learning algorithms; scalability and performance in distributed learning; real-world machine learning applications with data privacy constraints
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modeling of Energy Transition, Climate Finance, and Sustainable Economic Systems submission deadline 31 Dec 2025 | 2 articles | Viewed by 4166
Keywords: mathematical finance; energy transition; climate risk; sustainable finance; carbon markets; ESG modeling; stochastic processes; partial differential equations; optimization; network theory; control systems; game theory; econometrics; time series analysis
(This special issue belongs to the Section E5: Financial Mathematics)
Differential Games and Its Applications, 2nd Edition submission deadline 31 Dec 2025 | 2 articles | Viewed by 4137
Keywords: differential games; pursuit– evasion games; dynamic games; Hamilton– Jacobi equations; numerical methods
(This special issue belongs to the Section E: Applied Mathematics)
Bioinformatics and Mathematical Modelling
edited by Juntao Liu and Ting Yu
submission deadline 31 Dec 2025 | 2 articles | Viewed by 4042
Keywords: protein; primary sequence; tertiary structure; binding sites; binding affinity; complex structure; peptide function
(This special issue belongs to the Section E3: Mathematical Biology)
Mathematical Epidemiology and Evolutionary Games submission deadline 31 Dec 2025 | 3 articles | Viewed by 3977
Keywords: agent-based models; complex networks; disease invasion; epidemic models; epidemiology; evolutionary game theory; mathematical epidemiology; population dynamics; spatial games; vaccination game
(This special issue belongs to the Section E3: Mathematical Biology)
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