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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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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 | 6 articles | Viewed by 3867 | 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 3597 | 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)
Physics-Informed Machine Learning: Methodologies and Applications
edited by Kuangdai Leng and Lu Lu
submission deadline 30 Apr 2027 | 1 articles | Viewed by 3576 | 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 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 3554 | 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)
Edge Computing: Optimization and Applications
edited by Fasheng Zhou and Jing Qiu
submission deadline 30 Apr 2027 | 4 articles | Viewed by 3055 | 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)
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 3037 | 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 2968 | Submission Open
Keywords: fractional; stability; numerical solutions; dynamical systems
(This special issue belongs to the Section C1: Difference and Differential Equations)
Mathematics and Machine Learning for Intelligent Perception, Decision-Making, and Control
edited by Changdong Yu, and
submission deadline 30 Apr 2027 | 5 articles | Viewed by 2760 | Submission Open
Keywords: mathematical modeling; deep learning; reinforcement learning; intelligent perception; computer vision; decision-making; control systems; optimization; multi-agent systems; 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 2553 | 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)
Advanced Algorithms for Multi-Modal Learning, Knowledge Graphs, and Trustworthy AI
edited by Honghui Xu
submission deadline 30 Apr 2027 | 5 articles | Viewed by 2504 | Submission Open
Keywords: multi-modal learning; knowledge graphs; trustworthy AI; privacy-preserving learning; differential privacy; federated learning; edge intelligence; explainable AI; generative AI; resource optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Optimal Decision Making Under Risk and Uncertainty
edited by
submission deadline 30 Apr 2027 | 3 articles | Viewed by 2340 | Submission Open
Keywords: uncertainty optimization; network optimization; portfolio optimization; financial risk; stochastic analysis; fuzzy mathematics; robust optimization; mathematical modeling
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Multi-Objective Optimization: Mathematical Methods, Algorithms, and Applications submission deadline 30 Apr 2027 | 5 articles | Viewed by 2337 | Submission Open
Keywords: multi-objective optimization; multi-criteria decision making; artificial intelligence; machine learning; mathematical modeling; logistics and supply chain management; industrial engineering; market and economic analysis; case study; decision support
(This special issue belongs to the Section D: Statistics and Operational Research)
Advances in Functional Differential Equations and Their Stochastic Versions: Theory, Numerics, and Applications
edited by Genghong Lin, Wenjuan Guo and Zhisu Liu
submission deadline 30 Apr 2027 | 4 articles | Viewed by 2260 | Submission Open
Keywords: functional differential equations; (delay) differential equations; difference equations; stochastic differential equations; stability analysis; stochastic optimal control
(This special issue belongs to the Section C1: Difference and Differential Equations)
Recent Advances in Time Series Analysis, 2nd Edition
edited by Alejandro Ramírez-Rojas and José Rubén Luevano Enríquez
submission deadline 30 Apr 2027 | 2 articles | Viewed by 2152 | Submission Open
Keywords: complex time series; fractality/multifractality; visibility graph; natural time domain; non-extensivity; forcasting; newcasting; complexity measures; dynamical systems; chaos; point processes; Allan factor
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Neural Networks and Their Applications
edited by
submission deadline 30 Apr 2027 | 1 articles | Viewed by 2140 | Submission Open
Keywords: multimodal learning; explainable AI; mathematical modeling; robustness and generalization; large language models (LLMs); deep learning architectures; reinforcement learning; transfer learning
(This special issue belongs to the Section E: Applied Mathematics)
Deep Learning Algorithms for Computer Vision and Image Processing
edited by
submission deadline 30 Apr 2027 | 2 articles | Viewed by 2118 | Submission Open
Keywords: deep learning; transfer learning; self-supervised learning; medical image analysis; 3D image processing; convolutional neural networks; transformer; multimodal large language models
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Operations Research, Logistics, and Supply Chain Analysis
edited by and
submission deadline 30 Apr 2027 | 3 articles | Viewed by 1959 | Submission Open
Keywords: demand forecasting; production planning; supply chain optimization; operations management; inventory control; distribution network design; decision making; game theory; stochastic optimization; robust optimization; data-driven approach; machine learning; optimization algorithm; application research
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advances in Mathematical Finance and Insurance submission deadline 30 Apr 2027 | 3 articles | Viewed by 1824 | Submission Open
Keywords: mathematical finance; insurance; probability theory; stochastic analysis; mathematical statistics; climate risk; energy risk; fintech and cyber risk
(This special issue belongs to the Section E5: Financial Mathematics)
Advances in Image Processing and Analysis
edited by Xiaofei Yang
submission deadline 30 Apr 2027 | 5 articles | Viewed by 1788 | Submission Open
Keywords: image processing; image analysis; computer vision; deep learning; multimodal image fusion; image restoration; object detection; semantic segmentation; remote sensing; explainable AI
(This special issue belongs to the Section E: Applied Mathematics)
Data-Driven Artificial Intelligence and Optimization for Real-World Applications
edited by
submission deadline 30 Apr 2027 | 1 articles | Viewed by 1776 | Submission Open
Keywords: data-driven artificial intelligence; predictive control; anomaly detection; optimization strategies; graph neural networks (GNNs); multimodal sensor fusion; moving horizon estimation; self-organizing maps (SOMs); attention mechanisms; spatiotemporal modeling
New Advances of Optimization and Data Envelopment Analysis
edited by Nuria Ramón
submission deadline 30 Apr 2027 | 2 articles | Viewed by 1670 | Submission Open
Keywords: data envelopment analysis; target setting; benchmarking; closest targets; improvement plans
(This special issue belongs to the Section D: Statistics and Operational Research)
Bifurcation Theory and Qualitative Analysis of Dynamical Systems
edited by
submission deadline 30 Apr 2027 | 2 articles | Viewed by 1645 | Submission Open
Keywords: local and global bifurcation; Hilbert’s 16th problem; qualitative analysis; applications to physics (theorical mechanics, celestial mechanics, and fluid mechanics) and artificial intelligence; ecosystems and biomathematics
(This special issue belongs to the Section C2: Dynamical Systems)
Current Topics in Optimization, Inequalities and Convex Function Theory, 2nd Edition
edited by Sorin Rǎdulescu and
submission deadline 30 Apr 2027 | 3 articles | Viewed by 1636 | Submission Open
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)
Advanced Algorithms in Multimodal Affective Computing
edited by
submission deadline 30 Apr 2027 | 2 articles | Viewed by 1591 | Submission Open
Keywords: emotion recognition; multimodal learning; affective computing; deep learning for affect analysis; sentiment analysis across modalities; machine learning in human–computer interaction; emotion understanding systems; data fusion in affective computing; real-time emotion inference; ethical ai in emotional intelligence
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Artificial and Computational Intelligence Innovations in Symbolic and Soft Computing for Theoretical and Applied Science submission deadline 30 Apr 2027 | 2 articles | Viewed by 1544 | Submission Open
Keywords: symbolic and soft computations; computational intelligence; uncertain data; mathematical methods; algorithms; mathematical modeling; inverse problems; numerical methods; optimization; large language models; generative AI
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Machine Learning and Mathematical Modelling for Data-Driven Discovery
edited by
submission deadline 30 Apr 2027 | 1 articles | Viewed by 1445 | Submission Open
Keywords: machine learning; mathematical modelling; predictive modelling; explainable artificial intelligence (XAI); uncertainty quantification; data visualization; interpretability; health, social media, engineering and biological data; data-driven discovery; deep-learning; large language models
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modeling for Dynamics, Simulation and Control of Robotic and Industrial Systems submission deadline 30 Apr 2027 | 1 articles | Viewed by 1434 | Submission Open
Keywords: robotics; nonlinear dynamics; adaptive control; optimal control; distributed control; artificial intelligence; machine learning; design of physical systems; mechanical and electrical interactions of system components; mathematical modeling; dynamic behavior; system response analysis; numerical simulation; pattern recognition; computer vision
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Methods for Drug Discovery and Biological Big Data Analysis
edited by Chunchun Wang
submission deadline 30 Apr 2027 | 2 articles | Viewed by 1422 | Submission Open
Keywords: drug target prediction; drug response prediction; drug combination prediction; drug repurposing research; disease biomarker discovery; non-coding RNA research; applications of artificial intelligence; applications of mathematical algorithms
(This special issue belongs to the Section E3: Mathematical Biology)
Distributed Systems: Algorithms, Methods, and Applications
edited by Pier Luca Montessoro and
submission deadline 30 Apr 2027 | 1 articles | Viewed by 1323 | 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 Algorithms in Natural Language Processing and Information Extraction
edited by Tianyong Hao, Guangyou Zhou, Xinyu He and
submission deadline 30 Apr 2027 | 2 articles | Viewed by 1205 | Submission Open
Keywords: natural language processing; information extraction; text mining and knowledge discovery; large language models; named entity recognition and relation extraction; knowledge graph construction and reasoning; explainable AI; AI-driven scientific research
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Quantitative Methods in Digital Finance submission deadline 30 Apr 2027 | 2 articles | Viewed by 1119 | Submission Open
Keywords: digital finance; fintech; quantitative methods; cryptocurrency modeling; blockchain technology; decentralized finance; machine learning; automated market makers; portfolio optimization
(This special issue belongs to the Section E5: Financial Mathematics)
Mathematics-Driven Computer Vision and Multi-Modal Learning
edited by
submission deadline 30 Apr 2027 | 1 articles | Viewed by 1107 | Submission Open
Keywords: mathematics; computer vision; multi-modal learning; remote sensing; low-altitude scene analysis; mathematical modeling; data fusion; scene understanding; optimization theory; statistical learning
(This special issue belongs to the Section E: Applied Mathematics)
Evolutionary Algorithms in Artificial Intelligence
edited by Mir Md Jahangir Kabir
submission deadline 30 Apr 2027 | 1 articles | Viewed by 1089 | Submission Open
Keywords: evolutionary algorithms; artificial intelligence; optimization; genetic algorithms; differential evolution; swarm intelligence; reinforcement learning; machine learning; multi-objective optimization; intelligent systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Graph Neural Networks and Clustering Algorithms: Mathematical Foundations and Applications submission deadline 30 Apr 2027 | 1 articles | Viewed by 926 | Submission Open
Keywords: graph neural networks; clustering algorithms; spectral graph theory; graph signal processing; optimization-based clustering; mathematical foundations; unsupervised learning; fractional optimization; industrial applications with GNNs or clustering algorithms
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Mathematical Models for Renewable Resources and Population Dynamics
edited by
submission deadline 30 Apr 2027 | 1 articles | Viewed by 914 | Submission Open
Keywords: mathematical modeling; sustainable development; renewable resources; fisheries management; population dynamics; epidemic modeling; control theory; optimization; numerical methods; applied mathematics
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Artificial Intelligence and Data Modeling: Analysis, Methods and Applications
edited by Chaoya Jiang and Lantao Xing
submission deadline 30 Apr 2027 | 1 articles | Viewed by 846 | Submission Open
Keywords: artificial intelligence; data modeling; machine learning; deep learning; data-driven methods; AI applications; computational intelligence; statistical modeling
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Optimization, Modeling and Data Analytic Approaches in Network Coding submission deadline 30 Apr 2027 | Viewed by 822 | Submission Open
Keywords: network coding; network communication; network computation and optimization; distributed storage information theory and numerical analysis; machine learning algorithms modeling in network coding; the application of network coding for smart city development; the enhancement of data transmission efficiency via models
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Research in Image Processing and Optimization Methods, 2nd Edition submission deadline 30 Apr 2027 | 1 articles | Viewed by 802 | Submission Open
Keywords: digital image processing; optimization methods; mathematical modelling; pattern recognition; machine and deep learning
(This special issue belongs to the Section E: Applied Mathematics)
Computational Approaches to Control Systems: Methods and Applications
edited by Yuan Zhang and
submission deadline 30 Apr 2027 | 1 articles | Viewed by 779 | Submission Open
Keywords: computational methods; control systems; optimization algorithms; data-driven control; machine learning (ML); model predictive control (MPC); distributed optimization; graph theory; reinforcement learning; system complexity
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Programming, Optimization and Applications
edited by
submission deadline 30 Apr 2027 | 1 articles | Viewed by 771 | Submission Open
Keywords: mathematical programming; optimization algorithms; large-scale optimization; stochastic programming; robust optimization; integer programming; multi-objective optimization; operations research; machine learning optimization; applied optimization
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Time Series Analysis and Data Analytics: Methods and Applications
edited by
submission deadline 30 Apr 2027 | 1 articles | Viewed by 673 | Submission Open
Keywords: time series analysis; data analytics; machine learning; data-driven methods
(This special issue belongs to the Section E: Applied Mathematics)
New Advances in Control Theory and Applications
edited by Zetao Li, and Aiping Pang
submission deadline 30 Apr 2027 | Viewed by 568 | Submission Open
Keywords: control theory; system modelling and estimation; robust control; adaptive control; intelligent systems; nonlinear control; networked control
(This special issue belongs to the Section C2: Dynamical Systems)
Image Processing and Computer Vision
edited by and Henghui Ding
submission deadline 30 Apr 2027 | Viewed by 559 | Submission Open
Keywords: computer vision; image processing; low-level vision; high-level vision; representation learning; multimodal large language models (MLLMs); 3D vision; lightweight deep learning
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Mathematical Analysis, Applications and Technologies for IoT Networks Along with Next-Generation IoT and Its Network Security submission deadline 30 Apr 2027 | Viewed by 523 | Submission Open
Keywords: mathematic modelling of IoT networks; next-generation and advanced IoT; IoT network security; multimedia over IoT
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Numerical Analysis and High-Performance Scientific Computing
edited by Thái Anh Nhan
submission deadline 30 Apr 2027 | Viewed by 506 | Submission Open
Keywords: numerical algorithms and analysis; optimization techniques; numerical linear algebra; high-performance and parallel computing; applied and computational mathematics
(This special issue belongs to the Section E: Applied Mathematics)
Recent Advances in Fixed Point Theory and Optimization Methods: Algorithms, Convergence Analysis, and Applications
edited by , Seithuti Philemon Moshokoa and Prasit Cholamjiak
submission deadline 30 Apr 2027 | 1 articles | Viewed by 458 | Submission Open
Keywords: generalized contraction mappings and nonlinear operator theory; fixed point iterative algorithms and splitting methods; optimization and variational inequality problems; monotone operator theory and nonlinear equations; convergence analysis and stability of iterative schemes; numerical methods for differential and integral equations
(This special issue belongs to the Section C: Mathematical Analysis)
Application of Parallel and Distributed Computing
edited by Xiaorong Li
submission deadline 30 Apr 2027 | Viewed by 457 | Submission Open
Keywords: big data; data analytics; artificial intelligence (AI)/machine learning (ML); generative AI; parallel computing; distributed systems; cloud and edge computing; high performance computing (HPC); scalable algorithms; computational science; intelligent applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Distributed Control and Mathematical Modeling with Applications
edited by and Yichen Li
submission deadline 30 Apr 2027 | Viewed by 444 | Submission Open
Keywords: distributed control; distributed optimization; cyber-physical systems (CPS); mathematical modeling; distributed observers; distributed filters; large-scale systems; interconnected systems
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical and Computational Methods in Rock Mechanics and Mining Science
edited by , and Yingming Xiao
submission deadline 30 Apr 2027 | Viewed by 437 | Submission Open
Keywords: rock mechanics; mining science; computational mathematics; geomechanical modelling; numerical simulation; multi‑field coupling; rock‑mass fracture; mining‑induced disaster
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical and Deep Learning-Based Approaches for Advanced Cybersecurity
edited by Akanksha Saini and Abebe Diro
submission deadline 30 Apr 2027 | Viewed by 413 | Submission Open
Keywords: deep learning; intrusion detection; cyber security; neural networks; anomaly detection; network monitoring; malware; artificial intelligence; threat detection; data analysis; deployment; implementation; real-world impact; interdisciplinary
(This special issue belongs to the Section E1: Mathematics and Computer Science)
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