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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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Applied Operations Research and Optimization Problems in Network Science
edited by
submission deadline 31 Dec 2025 | Viewed by 272 | Submission Open
Keywords: operations research; network sciences; optimization techniques for analyzing and improving complex networked systems; theoretical advancements; algorithmic developments; real-world applications across various domains; transportation; telecommunications; supply chains; social networks; graph-based optimization; network flow models; facility location problems; scheduling in networks; mathematical programming; heuristics; meta-heuristics and math-heuristic algorithms; signal processing techniques in sensor network telecommunication; localization with sensor networks; optimization algorithmic approaches
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Computational Methods for Computer Vision and Medical Image Analysis submission deadline 31 Dec 2025 | Viewed by 263 | Submission Open
Keywords: computer vision; medical image analysis; image segmentation; inverse problems in imaging; deep learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Automatic Control and Soft Computing in Engineering, 2nd Edition submission deadline 31 Dec 2025 | Viewed by 201 | Submission Open
Keywords: optimal control and supervision; metaheuristic control; advanced techniques in automatic control; computational methods in engineering; parallel computing; evolutionary computing
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Making AI Materially Better: Mathematics for Contemporary AI Needs
edited by Mehmet M. Dalkilic
submission deadline 31 Dec 2025 | Viewed by 199 | Submission Open
Keywords: supervised learning; unsupervised; reinforcement; deep; representation; generative; reactive; hybrid; scalable and distributed; big data; emergent behavior
Theory and Multidisciplinary Applications of Computational Intelligence
edited by
submission deadline 31 Dec 2025 | Viewed by 195 | Submission Open
Keywords: artificial intelligence; computational intelligence; neural networks; fuzzy systems; evolutionary computation; mathematical foundations
(This special issue belongs to the Section E: Applied Mathematics)
Distributed Systems: Algorithms, Methods, and Applications
edited by Pier Luca Montessoro and
submission deadline 31 Dec 2025 | Viewed by 156 | Submission Open
Keywords: applied cryptography; cloud computing; computer networks; distributed algorithms; distributed control systems; distributed systems; distributed system security; information security; Internet of Things (IoT); networking algorithms; optimization techniques; performance evaluation; privacy-enhancing technologies; privacy-preserving data sharing and exchange
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Algorithm for Clustering: Optimization and Applications
edited by and
submission deadline 31 Dec 2025 | Viewed by 150 | Submission Open
Keywords: clustering; optimization; machine learning; data mining
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Aspects of Trading and Valuating Financial Assets
edited by and
submission deadline 1 Jan 2026 | 6 articles | Viewed by 53743 | Submission Open
Keywords: trading systems; high frequency; stocks valuation; cryptocurrencies; complex systems; simulations
(This special issue belongs to the Section E5: Financial Mathematics)
Mathematical Modeling and Simulation in Mechanics and Dynamic Systems, 3rd Edition submission deadline 1 Jan 2026 | 8 articles | Viewed by 12996 | Submission Open
Keywords: dynamic systems; modelling of nonlinearities; algorithm; computer simulation; finite elements method
(This special issue belongs to the Section C2: Dynamical Systems)
Advanced Studies in Mathematical Optimization and Machine Learning
edited by
submission deadline 1 Jan 2026 | 1 articles | Viewed by 1811 | Submission Open
Keywords: mathematical optimization; machine learning algorithms; stability analysis; non-convex and stochastic optimization; adaptive optimization methods
(This special issue belongs to the Section E: Applied Mathematics)
Multi-Criteria Decision Making Under Uncertainty
edited by and
submission deadline 10 Jan 2026 | 4 articles | Viewed by 6330 | Submission Open
Keywords: large-scale group decision making; consensus reaching process; multi-criteria sorting; emergency decision making; emergency early warning; risk analysis
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Inverse Problems and Numerical Computation in Mathematical Physics
edited by Youjun Deng
submission deadline 10 Jan 2026 | 4 articles | Viewed by 4584 | Submission Open
Keywords: inverse problems; numerical computation; uniqueness and stability; iterative methods; optimization; regularization; deep learning
(This special issue belongs to the Section E4: Mathematical Physics)
Robust Optimization in Federated Learning for Industrial IoT: Mathematical Foundations
edited by and
submission deadline 10 Jan 2026 | Viewed by 1737 | Submission Open
Keywords: robust optimization; Federated Learning (FL); Industrial Internet of Things (IIoT); mathematical foundations; communication-efficient optimization; privacy-preserving techniques; cybersecurity; IIoT edge devices; data privacy
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematics Methods in Quantum Physics and Its Applications
edited by
submission deadline 10 Jan 2026 | 1 articles | Viewed by 989 | Submission Open
Keywords: mathematical methods in quantum physics; quantum information theory; quantum computing; quantum control; quantum estimation and metrology; open quantum systems; quantum thermodynamics; quantum field theory; many-body systems; variational quantum algorithms; quantum machine learning; operator theory; functional analysis; group theory; topological methods; numerical methods
(This special issue belongs to the Section E4: Mathematical Physics)
Machine Learning and Optimization for Clustering Algorithms
edited by
submission deadline 10 Jan 2026 | 1 articles | Viewed by 841 | Submission Open
Keywords: machine learning; clustering; optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Computational Structural Engineering and Computational Mathematics
edited by and
submission deadline 10 Jan 2026 | Viewed by 593 | Submission Open
Keywords: computational structural analysis; numerical methods in engineering; algorithmic design; structural optimization; computational fluid dynamics (CFD); data-driven modelling in engineering; machine learning applications in structural engineering; finite element analysis (FEA); high-performance computational engineering; mathematical modelling in civil engineering; stochastic models for structural engineering; nonlinear dynamics in structural systems; computational geomechanics; high-performance computing for simulations; structural dynamics; structural health monitoring
(This special issue belongs to the Section E: Applied Mathematics)
Contemporary Bayesian Analysis: Methods and Applications
edited by Nuttanan Wichitaksorn and Mengheng Li
submission deadline 10 Jan 2026 | Viewed by 454 | Submission Open
Keywords: Bayesian analysis; econometrics and statistics; time series analysis and forecasting; Bayesian applications; Bayesian machine learning
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Models in Computer Vision
edited by Chun Pong Lau
submission deadline 10 Jan 2026 | Viewed by 322 | Submission Open
Keywords: computer vision; image processing; deep learning; mathematical modeling; artificial intelligence (AI); optimization; computational mathematics
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Statistical Methods Novel Design and Analysis of Clinical Trials
edited by Shein-Chung Chow
submission deadline 10 Jan 2026 | Viewed by 214 | Submission Open
Keywords: adaptive design; real-world data/evidence (RWD/RWE); biomarker development; rare disease drug development; AI; machine learning; model-informed drug development (MIDD); biosimilar product development; benefit– risk assessment
(This special issue belongs to the Section D1: Probability and Statistics)
Advancements in Stochastic Processes and Random Matrices submission deadline 10 Jan 2026 | Viewed by 164 | Submission Open
Keywords: statistical mechanics on random planar graphs; disorder in classic and quantum systems; stochastic and active random media; data science and machine learning; information theory; number theory; non-equilibrium physics; complex chemistry; biology models; economic sciences; social sciences
(This special issue belongs to the Section E4: Mathematical Physics)
Statistics, Data Analytics, and Machine Learning in Manufacturing
edited by
submission deadline 10 Jan 2026 | Viewed by 129 | Submission Open
Keywords: process monitoring/prognosis; anomaly/defect detection; uncertainty quantification; system/process optimization; reliability analysis; statistics; machine learning/deep learning; data fusion; measurements; quality assurance; uncertainty propagation; digital twin; geometry compensation
(This special issue belongs to the Section D1: Probability and Statistics)
Applications of Artificial Intelligence Algorithms for Intelligent Transportation Systems
edited by
submission deadline 11 Jan 2026 | Viewed by 151 | Submission Open
Keywords: multimodal perception; sensor fusion; autonomous driving; reliability modeling; Kalman filtering; deep feature alignment; robustness in extreme driving conditions; safety measures; XAI
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Modeling, Optimization and Control of Industrial Processes
edited by
submission deadline 15 Jan 2026 | 7 articles | Viewed by 17727 | Submission Open
Keywords: process control; biotechnology; mathematical modeling and identification; numerical analysis and simulation; data-driven modeling and control; fuzzy systems and control; machine learning; digital twins; process industry
(This special issue belongs to the Section C2: Dynamical Systems)
New Aspects of Differentiable and Not Differentiable Function Theory submission deadline 15 Jan 2026 | 4 articles | Viewed by 4448 | Submission Open
Keywords: optimization; convexity; inequalities; extension of linear operators; approximation; moment problems; Banach lattices; self-adjoint operators; integral equations; ordinary differential equations; partial differential equations; dynamical systems     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 ChinesePRO Never translate English Never translate admin.mdpi.com
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Modeling and Optimization in Signal Processing
edited by Wenbo Zhang, Jianping Li and
submission deadline 15 Jan 2026 | 1 articles | Viewed by 4133 | Submission Open
Keywords: mathematical model; optimization; signal processing; optical fiber communications
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Applications in Digitalization, Electrification, and Sustainable Development
edited by
submission deadline 15 Jan 2026 | 1 articles | Viewed by 1466 | Submission Open
Keywords: mathematical models; optimization; numerical methods; digitalization; cybersecurity; electrification; human-centered computing; machine learning; artificial intelligence; energy efficiency; automation; smart grids; data processing
(This special issue belongs to the Section E: Applied Mathematics)
Nonlinear Functional Analysis: Theory, Methods, and Applications
edited by Shiqing Zhang
submission deadline 16 Jan 2026 | 4 articles | Viewed by 5302 | Submission Open
Keywords: N-body problems; Ky Fan inequality; convex analysis; non-smooth analysis; variational methods
(This special issue belongs to the Section E: Applied Mathematics)
Applications of Partial Differential Equations, 2nd Edition submission deadline 17 Jan 2026 | 8 articles | Viewed by 10163 | Submission Open
Keywords: nonlinear partial differential equations; diffusion equations; wave-type equations; partial differential equations with delay; partial functional differential equations; fractional partial differential equations; numerical solution; analytical solution; modeling
(This special issue belongs to the Section C1: Difference and Differential Equations)
Statistics and Data Science
edited by and Andrews T. Anum
submission deadline 20 Jan 2026 | 7 articles | Viewed by 11413 | Submission Open
Keywords: data science; big data analytics; advanced data analytics; computational statistics; robust inference; Bayesian inference; statistical learning; machine learning; deep learning; explainable AI; trustworthy AI; text mining; image mining; multimodal learning; supervised learning; unsupervised learning; reinforcement learning; transfer learning
(This special issue belongs to the Section D1: Probability and Statistics)
Modeling, Simulation, Control and Optimization in Engineering with Applications, 2nd Edition submission deadline 20 Jan 2026 | 3 articles | Viewed by 6151 | Submission Open
Keywords: control systems; multi-objective optimization; modeling; simulation; optimal control; robustness; stochastic modeling and control; time-varying systems; robust control; adaptative control; model-predictive control; nonlinear control; fuzzy systems; neural networks; numerical methods; fault detection; fault diagnosis; fault tolerance; data-driven control; distributed control systems; evolutionary computation; machine learning; signal processing; sensor fusion and state estimation; system identification
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Intelligence in Communication Networks
edited by Georgi Iliev
submission deadline 20 Jan 2026 | 3 articles | Viewed by 5534 | Submission Open
Keywords: intelligent algorithms for data collection and processing; intelligent methods for data analytics and security; intelligent algorithms for physical layer security; intelligent information transmission techniques; ML and AI for network monitoring and control; intelligent network protocols
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Signal Processing and Machine Learning in Real-Life Processes submission deadline 20 Jan 2026 | 2 articles | Viewed by 4566 | Submission Open
Keywords: deep learning for image and video signal processing; general time-series analysis; signal processing in genomics; natural language processing for real-time communications; IoT sensor data analysis; machine learning in acoustic signal processing; fault diagnosis and predictive maintenance through signal analysis; biomedical signal processing; machine learning for enhancing wireless communication signals; real-time traffic signal analysis for smart cities
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Methods, Analysis and Applications in Computational Neuroscience
edited by Giovanny Sánchez
submission deadline 20 Jan 2026 | 2 articles | Viewed by 3460 | Submission Open
Keywords: large-scale neural networks; axon and dendrites; neuromorphic architectures; synaptic transmission
(This special issue belongs to the Section E: Applied Mathematics)
Fractional Differential Equations, Inclusions and Inequalities with Applications: 3rd Edition
edited by
submission deadline 20 Jan 2026 | 3 articles | Viewed by 1657 | Submission Open
Keywords: fractional differential equations; fractional differential inclusions; fractional inequalities; boundary value problem; existence
(This special issue belongs to the Section C1: Difference and Differential Equations)
Optimization Theory, Method and Application, 2nd Edition
edited by and
submission deadline 20 Jan 2026 | 2 articles | Viewed by 1226 | Submission Open
Keywords: optimality theory; dual theory; nonsmooth optimization; smoothing method; stochastic approximation method; integer programming; combinatorial optimization; metaheuristics and heuristics; applications
(This special issue belongs to the Section E: Applied Mathematics)
High-Order Numerical Methods and Computational Fluid Dynamics
edited by
submission deadline 20 Jan 2026 | 1 articles | Viewed by 974 | Submission Open
Keywords: high-order numerical method; computational fluid dynamics; particle-based simulation method; neural network in CFD; numerical schemes and algorithms; high-order hydrodynamics
(This special issue belongs to the Section E4: Mathematical Physics)
Securing Software Through Mathematics and Domain-Specific Knowledge: Innovations and Applications
edited by Wei Zheng and Xiaoxue Wu
submission deadline 20 Jan 2026 | 1 articles | Viewed by 654 | Submission Open
Keywords: domain knowledge graph; software security; vulnerability analysis; security testing; formal methods; AI in cybersecurity; LLMS for software security; LLM security; IoT security; blockchain security; adversarial machine learning
(This special issue belongs to the Section E: Applied Mathematics)
Simulation and Control in Engineering: Models, Algorithms, and Applications
edited by Luis Arturo Reyes-Osorio, and
submission deadline 20 Jan 2026 | Viewed by 623 | Submission Open
Keywords: engineering simulation; control systems; mathematical modeling; optimization algorithms; artificial intelligence in control; machine learning for control; modeling and control of autonomous systems; control of multiagent systems        
(This special issue belongs to the Section E: Applied Mathematics)
Machine Learning and Graph Neural Networks
edited by
submission deadline 20 Jan 2026 | Viewed by 340 | Submission Open
Keywords: machine learning; graph neural networks; deep learning; Internet of Things; computer vision
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Models and Computational Methods in Engineering: From Finite Element Analysis to Geometric Modeling
edited by
submission deadline 20 Jan 2026 | Viewed by 195 | Submission Open
Keywords: isogeometric analysis (IGA); finite element method (FEM); computational mechanics; mathematical modeling; numerical algorithms; computer-aided geometric design (CAGD); spline-based methods; high-performance computing; engineering applications; simulation and modeling
(This special issue belongs to the Section E: Applied Mathematics)
Applications of Deep Neural Networks in Biomedical Informatics
edited by , Man-Fai Leung and Dan Dai
submission deadline 20 Jan 2026 | Viewed by 167 | Submission Open
Keywords: medical image analysis; precision medicine; explainable AI; multimodal data fusion; healthcare data analysis
(This special issue belongs to the Section E3: Mathematical Biology)
Complex System Dynamics and Mathematical Biology
edited by Song Feng
submission deadline 20 Jan 2026 | Viewed by 154 | Submission Open
Keywords: complex biological systems; dynamical systems; nonlinear dynamics; hypergraphs; network science; computational methods; multi-scale modeling; biological networks; mathematical modeling
(This special issue belongs to the Section E3: Mathematical Biology)
Quantum-Augmented Networks: Foundations, Models and Architecture
edited by Abhishek Parakh and Mahadevan Subramaniam
submission deadline 20 Jan 2026 | Viewed by 120 | Submission Open
Keywords: routing algorithms in quantum– classical hybrid networks; congestion avoidance; security protocols; interoperability issues; multimodal transmission; bandwith optimization; architecture and interfaces; network theory for hybrid systems (topology and information flow); network reliability and fault tolerance; cryptographic protocols; scalability challenges; quantum– classical interfaces; quantum optics and hybrid photonics
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Foundations and Practical Applications of Data Mining and Deep Learning
edited by
submission deadline 20 Jan 2026 | Viewed by 119 | Submission Open
Keywords: mathematical foundations of data mining and deep learning; optimization and statistical learning for AI-driven decision support; probabilistic models and computational methods in AI; graph theory and matrix computations for smart systems; mathematical modeling for automation and process optimization; cryptanalysis; privacy-preserving AI; and secure machine learning; industrial applications of AI in manufacturing; healthcare; and finance
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Mathematics and Intelligent Control in Electrical Engineering submission deadline 30 Jan 2026 | 12 articles | Viewed by 25385 | Submission Open
Keywords: applied mathematics; mathematical modelling; numerical methods; numerical simulation; electrical engineering; electrical machines; electrical drive systems; artificial intelligence; power electronics; industrial applications; special electric drives; control of electric vehicles; energy systems; robotic systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Intelligence in Management Science and Finance
edited by
submission deadline 30 Jan 2026 | 3 articles | Viewed by 15850 | Submission Open
(This special issue belongs to the Section E5: Financial Mathematics)
Stochastic System Analysis and Control
edited by Tianliang Zhang, Xiangyun Lin and Xiushan Jiang
submission deadline 30 Jan 2026 | 6 articles | Viewed by 7860 | Submission Open
Keywords: stochastic modeling; noise analysis; stochastic processes; control strategies; optimization; system analysis; engineering applications; statistical methods; stochastic reinforcement learning; stochastic partial differential equations; practical implementations
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Graph Theory and Applications, 3rd Edition
edited by
submission deadline 30 Jan 2026 | 8 articles | Viewed by 4302 | Submission Open
Keywords: graph theory; biology; computer science; complex and social networks; engineering
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Dynamic Analysis and Decision-Making in Complex Networks
edited by Dun Han
submission deadline 30 Jan 2026 | 4 articles | Viewed by 2059 | Submission Open
Keywords: complex networks; dynamic systems; network decision-making; evolutionary game theory; diffusion and propagation; multi-agent systems; stability and control; network optimization; multilayer networks; data-driven modeling
(This special issue belongs to the Section E: Applied Mathematics)
Current Research in Biostatistics, 2nd Edition submission deadline 30 Jan 2026 | 1 articles | Viewed by 1374 | Submission Open
Keywords: diagnostic models; causal inference; computational biostatistics; measures of association; prognostic models
(This special issue belongs to the Section E3: Mathematical Biology)
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