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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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Distributed Optimization and Computational Modeling: Approaches and Applications
edited by and
submission deadline 31 Mar 2027 | Viewed by 114 | Submission Open
Keywords: distributed optimization; computational modeling; intelligent computing; numerical simulation; reduced-order modeling; multi-physics modeling; data-driven modeling; physics-informed learning; multi-agent systems; digital twins; intelligent sensing; robotics; engineering applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Foundations and Advanced Methods in Modern Machine Learning
edited by
submission deadline 31 Mar 2027 | Viewed by 110 | Submission Open
Keywords: mathematical foundations of machine learning; reinforcement learning; multi-agent reinforcement learning; mean-field and graphon methods; geometric machine learning; optimization theory; statistical learning theory; robustness and generalization; structured representation learning; scientific machine learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Economic and Financial Perspectives on Cyber Risk: Quantitative Approaches
edited by Albina Orlando and
submission deadline 31 Mar 2027 | Viewed by 108 | Submission Open
Keywords: cyber risk modelling and management; cyber insurance; cybersecurity investments; systemic cyber risk; data-driven methods; mathematical and statistical modelling
(This special issue belongs to the Section E5: Financial Mathematics)
Advances in Statistical AI and Causal Inference, 2nd Edition
edited by
submission deadline 31 Mar 2027 | Viewed by 107 | Submission Open
Keywords: deep neural networks; causal inference; precision medicine; non-asymptotic theory; treatment effect; statistical machine learning
(This special issue belongs to the Section D1: Probability and Statistics)
Advanced Mathematical, Statistical and Computational Intelligence Methods: Theory and Applications
edited by , Eduardo Fernández and
submission deadline 31 Mar 2027 | Viewed by 106 | Submission Open
Keywords: multicriteria decision analysis; optimization under uncertainty; machine learning; fuzzy systems; decision support systems; data-driven modeling; robotics and autonomous systems; engineering applications
(This special issue belongs to the Section D: Statistics and Operational Research)
Advanced Measurement and Risk Analysis
edited by Bharath Sarath
submission deadline 31 Mar 2027 | Viewed by 86 | Submission Open
Keywords: defining risk; measuring risk; reporting risk
(This special issue belongs to the Section E5: Financial Mathematics)
Mathematical Methods, Graph-Augmented AI, and Trustworthy AI for Modern Data Analysis and Predictive Modeling
edited by
submission deadline 31 Mar 2027 | Viewed by 85 | Submission Open
Keywords: graph-augmented AI; agentic AI; trustworthy AI; knowledge graphs; GraphRAG; retrieval-augmented generation; large language models; multi-agent systems; medical data analysis; web data analysis; data bias analysis; explainable AI; graph neural networks; time-series analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applications of Deep Neural Networks in Image Processing, 2nd Edition
edited by
submission deadline 31 Mar 2027 | Viewed by 82 | Submission Open
Keywords: image classification; object detection; semantic segmentation; image enhancement (e.g., denoising, deblurring, contrast enhancement, sharpness enhancement); image restoration (e.g., dehazing, deraining, desnowing, deweathering); edge inference of DNNs; loss function design and regularization; optimization algorithms for DNN training; probabilistic postprocessing and uncertainty estimation; mathematical models for image degradation and restoration; convergence analysis and complexity reduction
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Machine Learning and Bayesian Inference with Applications
edited by Chengfeng Jia and Jie Ma
submission deadline 31 Mar 2027 | Viewed by 81 | Submission Open
Keywords: Bayesian inference; uncertainty modeling; uncertainty quantification; machine learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Big Model Mobile Edge Computing: The Fusion Paradigm of Next-Generation Generative Edge Computing
edited by Qiang He
submission deadline 31 Mar 2027 | Viewed by 80 | Submission Open
Keywords: multi-access edge computing (MEC); blockchain mechanisms (BM); federated learning; edge intelligence; 5G/6G networks; digital twins; internet of things (IoT); privacy-preserving data fusion; secure multi-party computation; access control; internet of medical things (IoMT); health data analytics; industrial internet of things (IIoT); risk management; supply chain transparency; real-time edge analytics; low-latency data processing; time-series forecasting; edge-cloud continuum; AI-driven optimization; big data in IoT; human-centric computing; game theory for security; green edge computing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Chaos-Based Secure Communication and Cryptography, 3rd Edition
edited by
submission deadline 31 Mar 2027 | Viewed by 76 | 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)
Finite-Time Control of Multi‑Agent Systems
edited by , Changhong Wang and
submission deadline 31 Mar 2027 | Viewed by 75 | Submission Open
Keywords: finite-time consensus; learning-based finite-time control; finite-time methods in multi-agent networks; finite-time distributed estimation; finite-time distributed observer; finite-time optimization methods; finite-time formation and flocking control finite-time control methods and application to unmanned systems/cyber–physical systems or other systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Dynamic Fuzzy Lie Group Machine Learning: Advanced Theories and Practical Applications
edited by and Li Liu
submission deadline 31 Mar 2027 | Viewed by 60 | Submission Open
Keywords: dynamic fuzzy lie group theory; dynamic fuzzy lie group learnable theory; dynamic fuzzy lie group machine learning interpretable theory; dynamic fuzzy lie group continuous learning; dynamic fuzzy lie group geometric learning; dynamic fuzzy lie group network learning; dynamic fuzzy lie group open learning; dynamic fuzzy lie group multimodal fusion learning; dynamic fuzzy lie group brain-like collaborative learning; dynamic fuzzy lie group neural network learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Foundations and Methods for Post-Training, Inference, and Evaluation of Large Language Models
edited by Kan Li
submission deadline 31 Mar 2027 | Viewed by 43 | Submission Open
Keywords: large language models; optimization theory for post-training; numerical approximation for efficient inference; statistical methodology for LLM evaluation; reinforcement learning and game theory
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Recent Advances in Control of Dynamical and Robotic Systems
edited by Vicente Mut
submission deadline 31 Mar 2027 | Viewed by 40 | Submission Open
Keywords: robots; control; dynamic systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Numerical Methods for the Control and Optimal Design of Complex Nonlinear Systems
edited by Bogdan Nikolov Gilev
submission deadline 31 Mar 2027 | Viewed by 18 | Submission Open
Keywords: nonlinear systems; numerical methods; mathematical modeling; optimal control; robust control; nonlinear optimization; model predictive control; differential equations; stability and bifurcation analysis; inverse problems; uncertainty quantification; computational design
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances of Optimization and Learning Algorithms for Fault Diagnosis
edited by
submission deadline 1 Apr 2027 | Viewed by 156 | Submission Open
Keywords: optimization algorithm; machine learning; artificial intelligence; fault diagnosis
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Methods for Reliability Design in Complex Engineering Applications
edited by and
submission deadline 1 Apr 2027 | Viewed by 145 | Submission Open
Keywords: complex engineering system; engineering optimization; uncertainty quantification; surrogate modeling; computational efficacy design
(This special issue belongs to the Section D1: Probability and Statistics)
Recent Advances in Control of Nonlinear Systems with Uncertainties
edited by , Xuefei Yang, Menghua Zhang and Xiubo Wang
submission deadline 15 Apr 2027 | Viewed by 105 | Submission Open
Keywords: nonlinear systems; fully actuated system approach; uncertainties; robust control; adaptive control; intelligent control; neural networks; observer design; fault-tolerant control; finite-time control; fixed-time control; prescribed-time control; sliding mode control; model predictive control; autonomous systems; robotics and aerospace applications; data-driven control
(This special issue belongs to the Section E: Applied Mathematics)
Recent Advances in Statistical Regression Models and Applications
edited by Pouya Faroughi
submission deadline 16 Apr 2027 | Viewed by 92 | Submission Open
Keywords: statistical regression; statistical modeling; generalized linear models; count-data models; zero inflation; overdispersion; Bayesian regression; robust regression; penalized regression; shrinkage estimation; high-dimensional data; variable selection; survival analysis; time-series regression; spatial regression; statistical learning; machine learning; predictive modeling; uncertainty quantification; computational statistics; applied statistics; risk and actuarial modeling
(This special issue belongs to the Section D1: Probability and Statistics)
Nonlinear Wave Dynamics: Theories and Applications
edited by Lei Liu
submission deadline 20 Apr 2027 | 1 articles | Viewed by 766 | Submission Open
Keywords: nonlinear wave; soliton; rogue wave; Riemann–Hilbert problem; numerical computation
(This special issue belongs to the Section C2: Dynamical Systems)
Advances in Computational Physics and Mathematical Physics submission deadline 20 Apr 2027 | Viewed by 520 | Submission Open
Keywords: fluid dynamics; wave phenomena; mathematical methods; numerical methods; electromagnetism; atmospheric pressure plasma; mathematical cosmology; AI
(This special issue belongs to the Section E4: Mathematical Physics)
Algorithms and Computational Methods for Industrial Vision and Intelligent Inspection
edited by , Junfeng Fan, and
submission deadline 20 Apr 2027 | 1 articles | Viewed by 504 | Submission Open
Keywords: artificial intelligence; deep learning; industrial vision; intelligent inspection; defect detection; anomaly detection; real-time processing; few-shot learning; 3D vision; image segmentation; computer vision
(This special issue belongs to the Section E: Applied Mathematics)
AI-Driven Intelligent Optimization Algorithms and Applications, 2nd Edition
edited by and
submission deadline 20 Apr 2027 | Viewed by 233 | Submission Open
Keywords: intelligent optimization algorithms; artificial intelligence methods; machine learning optimization; deep learning optimization; heuristic and metaheuristic optimization; hybrid optimization; automatic algorithm design; multi-objective optimization; dynamic optimization; constrained optimization; industrial optimization; algorithm applications; AI-assisted decision-making
(This special issue belongs to the Section D: Statistics and Operational Research)
Advanced Modeling, Optimization, and Management of Battery Energy Storage Systems
edited by Farhad Salek and
submission deadline 20 Apr 2027 | Viewed by 130 | Submission Open
Keywords: battery state estimation (SoC, SoH, SoP); kalman filtering and nonlinear observers; bayesian inference and moving horizon estimation; hybrid physics–data-driven models; equivalent circuit models (ECMs); electrochemical and PDE-based modeling; thermal modeling and electro-thermal coupling; parameter identification and observability; degradation modeling and prognostics; energy management systems (EMSs)
(This special issue belongs to the Section E: Applied Mathematics)
Modeling and Computational Paradigms in Digital Media Forensics and Security
edited by and Qingxiao Guan
submission deadline 20 Apr 2027 | Viewed by 24 | Submission Open
Keywords: AI-generated content detection; tampering and forgery localization; deepfake detection and mitigation; anti-forensics; media security; cryptography, blockchain, robust watermarking
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Statistical Analysis and AI Models in the Big Data Era
edited by and
submission deadline 23 Apr 2027 | 2 articles | Viewed by 3161 | Submission Open
Keywords: uncertainty quantification; robustness; machine learning; deep learning; advanced statistics; AI; big data; conformal prediction
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Logic and Category Theory with Applications
edited by and Walter Carnielli
submission deadline 23 Apr 2027 | 1 articles | Viewed by 1163 | Submission Open
Keywords: category theory; topos theory; model theory; theoretical computer science; non classical logics; algebraic logic; universal algebra; hypercompositional algebra; commutative algebra; smooth commutative algebra
(This special issue belongs to the Section A: Algebra and Logic)
Mathematical Modeling and Computation in Systems Biology
edited by
submission deadline 25 Apr 2027 | 3 articles | Viewed by 1603 | Submission Open
Keywords: dynamical model; stability and bifurcation; circadian rhythm; cell cycle; parameter estimate; sensitivity analysis; drug design; gene regulatory network; photoperiodic control of flowering; biological pattern formation; sucrose transportation; abiotic stress; plant disease; oscillation-preserving algorithm; signaling pathway
(This special issue belongs to the Section E3: Mathematical Biology)
On Stability, Bifurcation, and Chaos in Dynamical Systems: Theory and Applications
edited by Zeraoulia Elhadj
submission deadline 25 Apr 2027 | 2 articles | Viewed by 1320 | Submission Open
Keywords: dynamical systems; stability analysis; control theory; chaos; discrete mappings; bifurcations
(This special issue belongs to the Section C2: Dynamical Systems)
Constraint Utilization in Data and Signal Processing
edited by
submission deadline 25 Apr 2027 | Viewed by 342 | Submission Open
Keywords: dynamic modeling; geometrical analysis; optimization; estimation; numerical analysis; fitting; equality/inequality constraint
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Fluid Dynamics: Theory, Analysis and Emerging Trends
edited by Shin'ichi Inage
submission deadline 28 Apr 2027 | 3 articles | Viewed by 2009 | Submission Open
Keywords: Navier–Stokes equations; regularity and singularity; turbulence and energy cascade; free-boundary problems; multiphase and MHD flows; geometric and variational formulations; data-driven and physics-informed modeling
(This special issue belongs to the Section E: Applied Mathematics)
Intelligent Decision Support Systems and Data Analytics in Maritime Supply Chains submission deadline 28 Apr 2027 | Viewed by 82 | Submission Open
Keywords: mathematical modelling; maritime supply chains; optimization and simulation; stochastic programming; machine learning; predictive analytics; port operations; risk and resilience; green maritime logistics
(This special issue belongs to the Section E: Applied Mathematics)
AI, Machine Learning and Optimization
edited by and
submission deadline 30 Apr 2027 | 13 articles | Viewed by 12702 | Submission Open
Keywords: artificial intelligence; machine learning; deep learning; optimization algorithms; meta-heuristics; neural networks; reinforcement learning; evolutionary computation; Bayesian optimization; mathematical programming; combinatorial optimization; constraint satisfaction; federated learning; meta-heuristics; stochastic optimization; explainable AI; autonomous systems; cognitive computing; algorithm discovery; neural architecture search
(This special issue belongs to the Section E: Applied Mathematics)
Mathematics Applications of Artificial Intelligence and Computer Vision
edited by Dimitrios Tsourounis
submission deadline 30 Apr 2027 | 2 articles | Viewed by 9200 | 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)
Advanced Research on Information System Security and Privacy, 2nd Edition
edited by Zhaoquan Gu and
submission deadline 30 Apr 2027 | 5 articles | Viewed by 8181 | Submission Open
Keywords: information systems security; privacy-preserving technologies for information systems; secure communication for information systems; cryptography and security; situational awareness analysis of information systems; threat detection and access control; digital forensics; artificial intelligence security for information systems; adversarial attacks and defenses in deep-learning-based information systems; adversarial explainable AI; security evaluation of information systems
(This special issue belongs to the Section E: Applied Mathematics)
Securing the Future: Computational Innovations in IoT Network Resilience and Security
edited by Hu Yuan and
submission deadline 30 Apr 2027 | 2 articles | Viewed by 5925 | Submission Open
Keywords: IoT network; communication and networking; secure computing; cyber-physical systems; cyber security; privacy and security
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applications of Intelligent Game and Reinforcement Learning
edited by
submission deadline 30 Apr 2027 | 4 articles | Viewed by 5633 | Submission Open
Keywords: intelligent game theory; multi-agent reinforcement learning; decision-making systems; human–AI collaboration; large language models; behavioral simulation; Nash equilibrium; deep reinforcement learning; multi-agent systems; human–computer interaction
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Portfolio Optimization and Risk Management In Financial Markets 
edited by , , Kuangxi Su and
submission deadline 30 Apr 2027 | 5 articles | Viewed by 4549 | Submission Open
Keywords: portfolio optimization; risk management; AI in finance; reinforcement learning and robust optimization; market sentiment modeling; automated trading systems; high-frequency finance; ESG and sustainable investing; financial uncertainty modeling; crypto assets and digital finance
(This special issue belongs to the Section E5: Financial Mathematics)
Statistical Analysis and Modeling in Medical Research
edited by Xingwu Zhou
submission deadline 30 Apr 2027 | 2 articles | Viewed by 4276 | Submission Open
Keywords: statistical analysis in medical research; mathematical modeling in medicine; biostatistics; computational medicine; medical data analytics
(This special issue belongs to the Section E: Applied Mathematics)
Modeling and Simulation in Engineering, 4th Edition submission deadline 30 Apr 2027 | 5 articles | Viewed by 3983 | Submission Open
Keywords: simulation software; numerical solutions of multi-physics problems; advanced designing methods; models and analysis of electromagnetic devices; design of experiments and measurement techniques
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Mathematics for Quantum Mechanics
edited by
submission deadline 30 Apr 2027 | 3 articles | Viewed by 3923 | Submission Open
Keywords: mathematical foundations of quantum information and computation; operator algebras and spectral theory in quantum systems; stochastic methods and open quantum systems; foundations of quantum mechanics; new advances in quantum mechanics; formal developments in quantum mechanics; philosophical developments in quantum mechanics
(This special issue belongs to the Section E4: Mathematical Physics)
Physics-Informed Machine Learning: Methodologies and Applications
edited by Kuangdai Leng and Lu Lu
submission deadline 30 Apr 2027 | 1 articles | Viewed by 3444 | Submission Open
Keywords: physics-informed machine learning; neural networks; partial differential equations; scientific computing; operator learning; physics-based modeling; inverse problems; computational science; uncertainty quantification; data-driven simulations
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Numerical Computation and Mathematical Modelling for Mechanics and Dynamics in Geotechnical Engineering
edited by Jiadong Qiu, and He Liu
submission deadline 30 Apr 2027 | 5 articles | Viewed by 3353 | Submission Open
Keywords: dynamic/static responses of rock-soil system; dynamic and static constitutive models; advanced numerical methods for dynamic and static analyses; nonlinear dynamics; multi-physical field numerical simulation; AI-driven rock dynamic/ static analysis; structural stability analysis; development and improvement of FEM/DEM
(This special issue belongs to the Section C2: Dynamical Systems)
Parametric and Nonparametric Statistics: From Theory to Applications, 2nd Edition submission deadline 30 Apr 2027 | 4 articles | Viewed by 3319 | Submission Open
Keywords: empirical processes; high-dimensional data; data-mining; extremes; records; time series; regression; econometrics; signal processing; parametric methods; nonparametric methods; semiparametric methods; rank statistics; order statistics; robustness; renewal processes; functional estimation
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Mathematical Modeling of Biological Systems: Deterministic, Stochastic, and Complex Dynamics
edited by , and Hsiu-Chuan Wei
submission deadline 30 Apr 2027 | 3 articles | Viewed by 3175 | Submission Open
Keywords: population dynamics; epidemiology; mathematical oncology; tumor–immune interactions; biological regulation; dynamical stability and bifurcations; ecological heterogeneity; data-driven validation; reaction–diffusion models; spatial ecology; resource competition
(This special issue belongs to the Section E3: Mathematical Biology)
Finite Element Method and Applications in Mathematical Modeling and Engineering: Modeling, Analysis, and Simulations
edited by and
submission deadline 30 Apr 2027 | 2 articles | Viewed by 2912 | Submission Open
Keywords: finite element method; topology optimization; wave propagation; acoustic metamaterials; numerical PDEs; high-performance computing; inverse problems; engineering applications
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advanced Theoretical and Numerical Methods for Fractional Differential and Difference Equations
edited by
submission deadline 30 Apr 2027 | 4 articles | Viewed by 2791 | Submission Open
Keywords: fractional; stability; numerical solutions; dynamical systems
(This special issue belongs to the Section C1: Difference and Differential Equations)
Edge Computing: Optimization and Applications
edited by Fasheng Zhou and Jing Qiu
submission deadline 30 Apr 2027 | 3 articles | Viewed by 2583 | Submission Open
Keywords: edge computing; optimization techniques; artificial intelligence; computational efficiency; resource management; latency reduction; Internet of Things (IoT); smart cities; industrial automation; autonomous systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Recent Advances in Mathematical Epidemiology and Applications
edited by
submission deadline 30 Apr 2027 | 2 articles | Viewed by 2412 | Submission Open
Keywords: mathematical epidemiology; infectious disease modeling; SEIR/SIR models; machine learning in epidemiology; LSTM/transformer models; epidemic forecasting; AI-augmented mathematical models; global mobility and disease spread; signal analysis; kinetic equation; deep learning
(This special issue belongs to the Section E3: Mathematical Biology)
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