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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Cybersecurity and Data Protection: Modern Methods and New Applications
edited by and Thomas Prantl
submission deadline 20 Sep 2025 | 1 articles | Viewed by 617 | Submission Open
Keywords: advances in post-quantum cryptography; secure key generation and distribution techniques; intrusion detection systems using advanced analytics; anomaly detection in large-scale networks; secure multiparty computation techniques; homomorphic encryption for secure data processing; vulnerability analysis frameworks; optimization of risk mitigation strategies; methods for secure cloud storage; secure sharing protocols for big data applications; resource optimization in security systems; benchmarking of security system performance; deep learning techniques for real-time threat detection; explainable AI in cybersecurity applications; graph theory and network security applications; chaos theory in cryptographic systems; securing critical infrastructure systems; data protection in healthcare and financial services; cyber-physical systems security; ethical and legal considerations in data protection
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Statistical and Computational Techniques in Environment and Ecology Research, 2nd Edition submission deadline 20 Sep 2025 | Viewed by 508 | Submission Open
Keywords: interdisciplinary statistical and computational methods; statistical learning/machine learning; data assimilation and downscaling; fluid dynamics and its application in the atmosphere; ocean and glaciers; environmental modeling and diagnosis; dynamics analysis of ecosystems
(This special issue belongs to the Section D1: Probability and Statistics)
Advanced Methods in Intelligent Transportation Systems, 2nd Edition
edited by
submission deadline 20 Sep 2025 | Viewed by 262 | Submission Open
Keywords: mathematical models for ITSs; traffic optimization and control; multiobjective optimization for ITSs; mathematical models for road traffic; mathematical models for public transport; reinforcement learning models and applications for ITSs; optimal control for ITSs; artificial Intelligence for ITSs; machine learning for ITSs; algebraic models for ITSs; dynamic systems and models for ITSs; cellular automaton models for ITSs; multi-agent models for ITSs; mean-field models for ITSs; new approaches and models for ITSs; stochastic modeling for ITSs; data-based models for ITSs; traffic control systems; autonomous vehicles; mathematical models and methods for micromobility
(This special issue belongs to the Section E: Applied Mathematics)
Privacy-Preserving Techniques in AI, Blockchain and Cloud Systems with Formal Mathematical Analysis, 2nd Edition
edited by Jialing He, Zhi Fang and Chunhai Li
submission deadline 20 Sep 2025 | Viewed by 251 | Submission Open
Keywords: privacy-preserving techniques; secure smart contracts in blockchain; AI-driven threat detection; identity management on decentralized platforms; federated learning; privacy-aware data sharing; trust and reputation management; privacy-enhancing cryptography; scalability optimization; cloud; provable security; symbolic analysis
(This special issue belongs to the Section E: Applied Mathematics)
Statistical Machine Learning and Bayesian Methods with Imaging Applications
edited by Dimah Dera
submission deadline 20 Sep 2025 | Viewed by 249 | Submission Open
Keywords: statistical machine learning; Bayesian inference; probabilistic models; generative models; uncertainty quantification; medical imaging; computer vision; remote sensing; deep learning; variational inference; Monte Carlo methods; sparse representations; latent variable models; Bayesian optimization; Gaussian processes; image segmentation; object detection; multimodal imaging; anomaly detection in imaging; Bayesian neural networks; super-resolution imaging; data augmentation for imaging; transfer learning in imaging; explainability in imaging models; adaptive algorithms for imaging
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modelling of Infectious Disease Spreads and Control
edited by Omar El Deeb and Marcelo del Castillo-Mussot
submission deadline 20 Sep 2025 | Viewed by 224 | Submission Open
Keywords: epidemiology; infectious diseases; vaccination schemes; mathematical modelling; spatial analysis; optimal control
(This special issue belongs to the Section E: Applied Mathematics)
Machine Learning and Data Mining for Time Series and Model Adaptation
edited by
submission deadline 20 Sep 2025 | Viewed by 208 | Submission Open
Keywords: machine learning; data mining; time series; model adaptation; forecasting; anomaly detection; real-time adaptation; test time adaptation; distribution shift; continual learning; online learning; federated learning    
(This special issue belongs to the Section E: Applied Mathematics)
New Trends in Advanced Statistical Techniques and AI: A Multidisciplinary Approach submission deadline 20 Sep 2025 | Viewed by 195 | Submission Open
Keywords: applications of AI and statistics in different areas such as education; engineering; healthcare; business; and social sciences; cutting-edge AI and machine learning (ML) models with statistical foundations; high-dimensional data analysis and dimensionality reduction techniques; AI-based statistical inference and optimization; statistical learning in big data; multivariate statistical analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Intelligent Control and Optimization in Manufacturing submission deadline 20 Sep 2025 | Viewed by 183 | Submission Open
Keywords: machine learning in manufacturing; reinforcement learning in manufacturing; process monitoring and optimization; digital twin technology; energy-efficient manufacturing; path planning and resource optimization
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematics Applications of Neural Networks for Biological and Medical Processing
edited by Weihang Zhang and
submission deadline 20 Sep 2025 | Viewed by 174 | Submission Open
Keywords: neural networks in medical applications; medical data processing; mathematical modeling in biomedicine; disease diagnosis or prediction through machine learning; deep learning in medical applications; medical signal and image analysis; theoretical analysis of neural networks in biomedicine; multimodal data integration in biomedicine
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Heuristic Algorithms in Computational Biology
edited by Alan Cleary and Lucia Williams
submission deadline 20 Sep 2025 | Viewed by 144 | Submission Open
Keywords: algorithms; heuristics; modeling; biology; bioinformatics
(This special issue belongs to the Section E3: Mathematical Biology)
Effective Field Theories for Condensed Matter and Statistical Systems submission deadline 20 Sep 2025 | Viewed by 117 | Submission Open
Keywords: effective field theories; conformal field theories; bosonization; quantum hall effect; statistical mechanics models; quantum hydrodynamics; calogero– sutherland models
(This special issue belongs to the Section E4: Mathematical Physics)
Research Progress of Probability Statistics
edited by Wanyang Dai
submission deadline 28 Sep 2025 | 2 articles | Viewed by 2039 | Submission Open
Keywords: probability; statistics; stochastics
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Foundations and Advances in Machine Learning and Data Mining
edited by Kan Li
submission deadline 29 Sep 2025 | 2 articles | Viewed by 1443 | Submission Open
Keywords: deep learning; machine learning; data mining; explainable AI; pattern recognition; big data
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Mathematics in Supply Chain and Logistics
edited by
submission deadline 30 Sep 2025 | 13 articles | Viewed by 18705 | Submission Open
(This special issue belongs to the Section E5: Financial Mathematics)
Applied Mathematics in Nonlinear Dynamics and Chaos submission deadline 30 Sep 2025 | 14 articles | Viewed by 18582 | Submission Open
Keywords: nonlinear dynamics; bifurcation theory; chaos theory; irregular attractors; control theory; complex systems; numerical methods for dynamic systems; modeling and technology for dynamic systems in science and engineering
(This special issue belongs to the Section C2: Dynamical Systems)
Artificial Intelligence Techniques Applications on Power Systems submission deadline 30 Sep 2025 | 9 articles | Viewed by 18220 | Submission Open
Keywords: artificial intelligence techniques; power system engineering; power systems; neural network; fuzzy systems; expert systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
New Trends and Developments in Numerical Analysis: 2nd Edition submission deadline 30 Sep 2025 | 9 articles | Viewed by 13587 | Submission Open
Keywords: interpolation; approximation; numerical integration; optimization; stability; convergence; eigenvalues; discretization; iterative methods
(This special issue belongs to the Section E: Applied Mathematics)
Statistical Simulation and Computation: 3rd Edition
edited by
submission deadline 30 Sep 2025 | 15 articles | Viewed by 13586 | Submission Open
Keywords: Bayesian estimation; dynamic system; maximum likelihood estimate; Monte Carlo simulation; reliability; stress strength; survival analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Machine Learning Methods and Mathematical Modeling with Applications
edited by Jian Luo, Zheming Gao and Xin Yan
submission deadline 30 Sep 2025 | 12 articles | Viewed by 13314 | Submission Open
Keywords: machine learning; mathematical modeling; industrial engineering; forecasting methods; management science
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Chaos-Based Secure Communication and Cryptography, 2nd Edition
edited by
submission deadline 30 Sep 2025 | 10 articles | Viewed by 13123 | Submission Open
Keywords: chaos-based cryptography; chaos-based block cipher; chaos-based stream cipher; chaos-based public key cipher; chaos-based synchronization; chaotic optical communications; complex network; cryptanalysis; design of chaotic source; dynamical degradation; multimedia security; image encryption; security evaluation
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Control Theory and Applications, 2nd Edition submission deadline 30 Sep 2025 | 11 articles | Viewed by 12230 | Submission Open
Keywords: mathematical modelling; mathematical methods; control theory; numerical simulation; artificial intelligence; neural networks; industrial applications; identification; advanced control; controller design; distributed parameter processes; unconventional processes; energy systems; fractional-order systems; robotic systems; biomedical systems
(This special issue belongs to the Section C2: Dynamical Systems)
Advanced Artificial Intelligence Models and Its Applications, 2nd Edition
edited by
submission deadline 30 Sep 2025 | 6 articles | Viewed by 10515 | Submission Open
Keywords: machine learning; deep learning; pattern recognition; computer vision; multimedia retrieval and analysis; multimodal representation learning; statistical learning; medical image analysis; security applications; big data and analysis; benchmark dataset
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Statistical Analysis: Theory, Methods and Applications
edited by and
submission deadline 30 Sep 2025 | 6 articles | Viewed by 10279 | Submission Open
Keywords: heavy-tailed phenomena and rare events; time series; multivariate dependence modeling; high-dimensional data analysis; statistical learning; spatial statistics; nonparametric methods; Bayesian statistics and modeling; causal inference; survival analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Non-algorithmic Mathematical Models of Biological Organization
edited by
submission deadline 30 Sep 2025 | 3 articles | Viewed by 10075 | Submission Open
Keywords: non-algorithmic mathematical models; causal organization; biological and non-biological systems; (M; R)-systems; autopoiesis; category theory; calculus of indications; algebraic biology; self-reference
(This special issue belongs to the Section E3: Mathematical Biology)
Network Biology and Machine Learning in Bioinformatics
edited by , Mingao Yuan and Kambiz Farahmand
submission deadline 30 Sep 2025 | 5 articles | Viewed by 9235 | Submission Open
Keywords: network biology; biostatistics; bioinformatics; machine learning applications in bioinformatics; statistical inference in bioinformatics; network clustering; network neuroscience; network data analysis; statistical machine learning; artificial intelligence; biological network; computational biology; systems biology; biological systems; network analysis; biological computing; biological simulation; mathematical biology
(This special issue belongs to the Section E3: Mathematical Biology)
Statistics and Mathematics in Economics and Finance: Theory, Methods and Applications
edited by , and Alessandro Bitetto
submission deadline 30 Sep 2025 | 4 articles | Viewed by 8716 | Submission Open
Keywords: statistics for economics and finance; mathematics for economics and finance; econometrics; time series analysis; financial economics; financial mathematics; multivariate methods for economics and finance; risk management; machine learning methods; artificial intelligence in economics and finance; network models; alternative data in economics and finance; financial technologies; models of climate change impacts on economics and finance; optimization; variational inequalities; bilevel problems; equilibrium problems
(This special issue belongs to the Section D1: Probability and Statistics)
Deep Learning and Adaptive Control, 3rd Edition
edited by and
submission deadline 30 Sep 2025 | 5 articles | Viewed by 6902 | Submission Open
Keywords: deep learning; CNN; RNN; transformer model; optimization of deep learning; applications of deep learning; reinforcement-learning-based control; applications of reinforcement learning; adaptive iterative learning control; modeling of adaptive systems; design of adaptive controllers; application of adaptive control
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Recent Advances in Statistical Machine Learning
edited by Michelle Xia
submission deadline 30 Sep 2025 | 1 articles | Viewed by 6790 | Submission Open
Keywords: artificial intelligence; deep learning; ensemble methods; machine learning; neural networks; probabilistic modeling; reinforcement learning; semi-supervised learning; statistical learning; sparse learning; supervised learning; unsupervised learning
(This special issue belongs to the Section D1: Probability and Statistics)
Applications of Artificial Intelligence to Cryptography submission deadline 30 Sep 2025 | 3 articles | Viewed by 6711 | Submission Open
Keywords: artificial intelligence; cryptography; cryptanalysis; symmetric ciphers; pseudorandom number generators; side-channel analysis; neural networks; deep learning; evolutionary algorithms; cellular automata
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Application of Regression Models, Analysis and Bayesian Statistics
edited by Fernando Ferraz do Nascimento and
submission deadline 30 Sep 2025 | 4 articles | Viewed by 6666 | Submission Open
Keywords: regression models; Bayesian analysis; MCMC; environmental data; spatial models; financial data; extreme value theory
(This special issue belongs to the Section D1: Probability and Statistics)
Statistical Methods in Bioinformatics and Health Informatics
edited by Cheng Zheng
submission deadline 30 Sep 2025 | 5 articles | Viewed by 6129 | Submission Open
Keywords: bioinformatics; precision medicine; health informatics; big data; electronic health records; artificial intelligence; highly dimensional data; machine learning; distributed learning; federated learning; online learning; genomics; transcriptomics; proteomics; metabolomics; radiomics; microbiomics; computational biology
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Quantum Control and Machine Learning in Quantum Technology
edited by Bijita Sarma and Sangkha Borah
submission deadline 30 Sep 2025 | 2 articles | Viewed by 5357 | Submission Open
Keywords: quantum control in quantum optics; quantum computing; machine learning; reinforcement learning; optimal control; quantum feedback control; quantum machine learning; variational quantum algorithms; classical and quantum machine learning applied to quantum optics and quantum computing; quantum circuit optimisation; quantum control for metrology
(This special issue belongs to the Section C2: Dynamical Systems)
Statistics and Nonlinear Analysis: Simulation and Computation
edited by Vesna Rajić
submission deadline 30 Sep 2025 | 4 articles | Viewed by 4860 | Submission Open
Keywords: statistical inference; probability theory; distribution families; machine learning; statistical modeling; nonlinear analysis; fixed point theory; partial differential equations
(This special issue belongs to the Section D1: Probability and Statistics)
Numerical and Computational Methods in Engineering
edited by and Weide Liu
submission deadline 30 Sep 2025 | 3 articles | Viewed by 4584 | Submission Open
Keywords: applied mathematics; numerical methods for partial differential equations; computational mechanics; optimization algorithms; structural analysis; heat and mass transfer simulation; computational electromagnetics; multi-physics simulations; computational materials science; high-performance computing; data-driven algorithms; big data analysis; machine learning in engineering
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Uncertainty Quantification: Latest Advances and Applications submission deadline 30 Sep 2025 | 2 articles | Viewed by 4452 | Submission Open
Keywords: uncertainty quantification; data-driven and machine learning; sensitivity analysis and optimization; uncertainty quantization experiment; stochastic systems; modeling and simulation; numerical methods
(This special issue belongs to the Section E: Applied Mathematics)
Intelligent Systems and Dynamic Scheduling: Optimization and Management
edited by and
submission deadline 30 Sep 2025 | 3 articles | Viewed by 4427 | Submission Open
Keywords: mathematical modeling; intelligent systems; dynamic scheduling; evolutionary computation; intelligent fault diagnosis; combinatorial optimization; operations research; intelligent computing; real-time decision making; reinforcement learning
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical and Numerical Analysis of Nonlinear Evolution Equations: Advances and Perspectives, 2nd Edition
edited by
submission deadline 30 Sep 2025 | 3 articles | Viewed by 3658 | Submission Open
(This special issue belongs to the Section E4: Mathematical Physics)
Application of Mathematical Methods in Industrial Engineering and Management: 2nd Edition
edited by
submission deadline 30 Sep 2025 | 2 articles | Viewed by 3299 | Submission Open
Keywords: operation research applications; statistics applications; optimization; mathematical modeling; reliability; decision analysis; artificial intelligence applications
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Mathematics: Advanced Methods and Applications
edited by
submission deadline 30 Sep 2025 | 3 articles | Viewed by 3212 | Submission Open
Keywords: classical partial/differential/difference equations; conservation laws; shock and rarefaction waves; application of mathematics in Science; response surface method; Mathematica/MATLAB; statistics; best linear unbiased prediction
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Methods for Image Processing and Understanding
edited by , Ivan Gerace and
submission deadline 30 Sep 2025 | 2 articles | Viewed by 2866 | Submission Open
Keywords: image processing; feature extraction and selection; pattern recognition; mathematical methods; regularization techniques; inverse problems in imaging
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Stochastic Control and Optimization in Mathematical Finance
edited by Qi Wang and Juho Kanniainen
submission deadline 30 Sep 2025 | 3 articles | Viewed by 2710 | Submission Open
Keywords: stochastic control; optimization; mathematical finance; portfolio optimization; risk management; derivative pricing; asset allocation; financial modeling; decision making; uncertainty
(This special issue belongs to the Section E5: Financial Mathematics)
Advanced Time Series and Computational Methods in Biological Signal Processing
edited by Ziyu Jia
submission deadline 30 Sep 2025 | 1 articles | Viewed by 2624 | Submission Open
Keywords: time series analysis; deep learning algorithms; biological signal processing; affective computing; physiological data modeling; multimodal data fusion; emotion recognition; computational neuroscience; mathematical modeling; real-time signal processing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
High-Dimensional Data Analysis and Applications
edited by Mu Yue and
submission deadline 30 Sep 2025 | 3 articles | Viewed by 2373 | Submission Open
Keywords: high-dimensional data analysis; dimensionality reduction; statistical learning; machine learning; predictive modeling; big data applications
(This special issue belongs to the Section D1: Probability and Statistics)
New Advances and Challenges in Neural Networks and Applications
edited by Gongbo Liang and LiangLiang Liu
submission deadline 30 Sep 2025 | 2 articles | Viewed by 2195 | Submission Open
Keywords: deep learning; computer vision; natural language processing; medical imaging; remote sensing; agriculture; and domain-specific applications; model calibration; vulnerability; robustness; interpretability; etc.; classification; segmentation; and detection; language-vision integration; cyber security
(This special issue belongs to the Section E: Applied Mathematics)
Analytical Methods and Qualitative Analysis for Differential Equations
edited by Fengping Yao
submission deadline 30 Sep 2025 | 2 articles | Viewed by 1838 | Submission Open
Keywords: partial differential equations; ordinary differential equations; nonlinear dynamical systems; harmonic analysis; soliton theory; mathematical physics; fluid mechanics; integrable system; exact solutions; analytical methods and qualitative analysis for differential equations
(This special issue belongs to the Section C1: Difference and Differential Equations)
New Advances in Distributed Systems, Edge Intelligence, and Artificial Intelligence
edited by Xiaoming Yuan, and Yulan Gao
submission deadline 30 Sep 2025 | 2 articles | Viewed by 1459 | Submission Open
Keywords: distributed computing frameworks; distributed systems; system optimization; control optimization; mathematical optimization methods; edge intelligence; graph theory; distributed storage; computational methods; quality of service (QoS) optimization; Internet of Things (IoT); deep learning; federated learning; security and privacy protection; generated artificial intelligence; prediction models; digital twin technologies; distributed multiple resource management
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Complex System Dynamics and Image Processing
edited by Hao Zhang
submission deadline 30 Sep 2025 | 2 articles | Viewed by 1380 | Submission Open
Keywords: chaos; memristor; dynamics; nonlinear analysis; image encryption; image hiding; steganography; image compression; watermarking
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematics Optimization Algorithms and Scheduling Optimization of Manufacturing Systems
edited by , Zhihai Zhang, Jian Chen and Chaobo Yan
submission deadline 30 Sep 2025 | 2 articles | Viewed by 1184 | Submission Open
Keywords: manufacturing system; scheduling; service-oriented manufacturing; intelligent manufacturing; sustainable manufacturing; optimization methods
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Numerical Analysis and Algorithms for High-Performance Computing
edited by , Xiaoqiang Yue, Xuguang Chen and Tiaojie Xiao
submission deadline 30 Sep 2025 | 1 articles | Viewed by 980 | Submission Open
Keywords: high-performance computing (HPC); numerical analysis; sparse matrix computations; direct and iterative methods; electromagnetic computation; algorithm optimization; structural mechanics; parallel-in-time; multigrid methods; domain decomposition; machine learning in HPC
(This special issue belongs to the Section E: Applied Mathematics)
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