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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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Mathematical Modeling and Numerical Optimization with Its Applications submission deadline 31 Jan 2027 | 2 articles | Viewed by 2267 | Submission Open
Keywords: mathematical modeling; numerical optimization; artificial neural network; operations research; genetic algorithm; linear and nonlinear programming; integer programming; complementary problem; complex networks; experimental data; mathematical epidemiology; optimal control; biological control
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Statistical Methods and Machine Learning for Medical and Genetic Epidemiology
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 2128 | Submission Open
Keywords: machine learning; artificial intelligence; genetic epidemiology; causal inference; predictive modeling; big-data analytics; biostatistics; precision medicine
(This special issue belongs to the Section D1: Probability and Statistics)
Game Theory in Economics and Operations Research
edited by
submission deadline 31 Jan 2027 | 3 articles | Viewed by 2083 | Submission Open
Keywords: operations research; game theory; mathematical modeling
(This special issue belongs to the Section E5: Financial Mathematics)
Multimodal Deep Learning and Its Application in Healthcare
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 2048 | Submission Open
Keywords: multimodal learning; deep learning theory; foundation models; optimization; generalization; medical imaging; healthcare AI; mathematical modeling; biomedical data fusion; theoretical machine learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Ensemble Evolutionary Algorithms and Machine Learning for Solving Complex Optimization and Scheduling Problems, 2nd Edition
edited by , and Yaping Fu
submission deadline 31 Jan 2027 | 2 articles | Viewed by 2017 | Submission Open
Keywords: multi-objective, multi-task, and multi-constraint optimization; large-scale global optimization; ensemble swarm and evolutionary algorithms with machine learning algorithms; learning-based meta-heuristics; production scheduling problems; energy-efficiency scheduling problems; traffic signal control, optimization, and scheduling; vehicle routing problems; unmanned vehicles/unmanned surface vessels task assignment and routing planning; project scheduling; grid/cloud scheduling; scheduling and optimization in smart city; scheduling and optimization in smart building and home; scheduling and optimization in sustainability systems; new real-world and innovative applications of ensemble with machine learning algorithms
(This special issue belongs to the Section E: Applied Mathematics)
Theory and Applications of Probability Theory and Stochastic Analysis
edited by
submission deadline 31 Jan 2027 | 2 articles | Viewed by 1985 | Submission Open
Keywords: probability theory; stochastic processes; statistical inference; high-dimensional data analysis; causal inference; Bayesian Methods; spatiotemporal modeling; uncertainty quantification; machine learning integration; interdisciplinary data science
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Data-Driven Modeling: Theory and Applications
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 1982 | Submission Open
Keywords: data-driven modeling; machine learning; deep learning; explainable artificial intelligence (XAI); network-based causal analysis; transfer entropy; deep clustering; natural language processing; financial forecasting; predictive analytics; high-dimensional data analysis; Shapley-based interpretability
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Modeling for Digital and Intelligent Supply Chains
edited by Yelin Fu, and Yiji Cai
submission deadline 31 Jan 2027 | 4 articles | Viewed by 1871 | Submission Open
Keywords: supply chain management; mathematical modeling; supply chain configuration; ESG; machine learning; generative artificial intelligence; blockchain; physical internet; Industry 5.0; operations research; optimization algorithms; supply chain and logistics finance; game theory
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advances in Time Series Forecasting with Applications submission deadline 31 Jan 2027 | 1 articles | Viewed by 1785 | Submission Open
Keywords: time series forecasting; machine learning for forecasting; deep learning for forecasting; conformal prediction in forecasting; forecast explainability; data-driven forecasting; real-world forecasting applications; hybrid forecasting models
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Problems in Financial Fluctuations and Forecasting
edited by Lu Wang
submission deadline 31 Jan 2027 | 2 articles | Viewed by 1766 | Submission Open
Keywords: application of advanced statistical techniques to financial forecasting; computational methods for solving complex financial problems; modeling and forecasting of financial market volatility; high-frequency financial data analysis; statistical inference; risk management; stochastic processes; analysis of financial volatility forecasting integrating computer technology and mathematical models
(This special issue belongs to the Section E5: Financial Mathematics)
Mathematical Modelling of Nonlinear Dynamical Systems, 2nd Edition submission deadline 31 Jan 2027 | 3 articles | Viewed by 1749 | Submission Open
Keywords: theoretical developments; computational methods; control and optimization; interdisciplinary research; artificial intelligence; machine learning; big data; fractional-order dynamical systems; dynamical systems; bifurcation analysis; chaotic behavior; fractional order systems; iterative dynamics; ordinary differential equations; partial differential equations; numerical methods
(This special issue belongs to the Section C2: Dynamical Systems)
Theory and Application of Difference and Differential Equations in Life Sciences
edited by , Ming Liu and Xiaofeng Xu
submission deadline 31 Jan 2027 | 2 articles | Viewed by 1607 | Submission Open
Keywords: difference equations; differential equations; stochastic differential equations; stability; bifurcations
(This special issue belongs to the Section C1: Difference and Differential Equations)
Special Functions, Representations and Applications
edited by
submission deadline 31 Jan 2027 | 4 articles | Viewed by 1433 | Submission Open
Keywords: special functions; Vilenkin; group representations; applications
(This special issue belongs to the Section C: Mathematical Analysis)
Recent Advances in Deep Learning Algorithms for Computer Vision and Image Analysis
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 1326 | Submission Open
Keywords: deep neural networks; convolutional architectures; transformer-based vision models; object detection and tracking; image segmentation; image enhancement; 3D reconstruction; multimodal data fusion; explainable AI in vision systems; vision in virtual simulations and digital twins
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Control Theory and Applications, 3rd Edition submission deadline 31 Jan 2027 | 1 articles | Viewed by 1269 | 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 E2: Control Theory and Mechanics)
Machine Learning for Dynamics and Control Advancement in Engineering Applications
edited by Ye Zhuang
submission deadline 31 Jan 2027 | 1 articles | Viewed by 1187 | Submission Open
Keywords: machine learning; control theory; dynamical systems optimization; nonlinear dynamics; reinforcement learning; adaptive control; optimal control; physics-informed machine learning; intelligent control
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Variational Inequality Problem: Theory, Analysis and Applications
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 1178 | Submission Open
Keywords: variational inequalities; fixed-point theory; minimax problems; optimization problems; variational inclusions; prediction methods in statistics; prediction algorithms in applied mathematics; machine learning; artificial intelligence; prediction algorithms with applications in health care, including heart disease; common problems associated with variational inequalities and fixed-point problems; proximal-point algorithms; numerical comparisons; stability of numerical methods
(This special issue belongs to the Section E: Applied Mathematics)
Semiparametric and Nonparametric Approaches in Applied Economics
edited by and Jinbo Huang
submission deadline 31 Jan 2027 | 2 articles | Viewed by 1100 | Submission Open
Keywords: semiparametric methods; nonparametric econometrics; limited dependent variable models; causal inference; machine learning in economics; policy evaluation; robust estimation; heterogeneous treatment effects; high-dimensional data; model flexibility
(This special issue belongs to the Section E5: Financial Mathematics)
Analytical Methods and Qualitative Analysis for Differential Equations, 2nd Edition
edited by Fengping Yao
submission deadline 31 Jan 2027 | 2 articles | Viewed by 1070 | 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)
Advances in Switched Systems and Control Theory: Theory and Application, 2nd Edition
edited by Ben Niu, Fei Chu, Xian Du, and Ying Zhao
submission deadline 31 Jan 2027 | 3 articles | Viewed by 1038 | Submission Open
Keywords: switched system; switched nonlinear MASs; stochastic switched systems; cyber–physical systems; consensus tracking control; intelligent control technique; adaptive control; network attacks
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Chaos Theory and Applications
edited by Alfonso Delgado-Bonal and
submission deadline 31 Jan 2027 | 1 articles | Viewed by 1023 | Submission Open
Keywords: chaos theory; nonlinear dynamics; sensitivity to initial conditions; complex systems; walking droplets; quantum analogs; fluid dynamics; secure communications; neural networks; interdisciplinary applications
(This special issue belongs to the Section E: Applied Mathematics)
Human–Computer Interaction: Techniques, Algorithms and Real-World Impact
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 1013 | Submission Open
Keywords: HCI; user experience; autonomous and complex systems; AI-driven algorithm technologies; interactive haptics; human–cybernetics systems; human factor and user behavior
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Recent Advances in Special Functions and Polynomials
edited by Vincel Hoang Ngoc Minh
submission deadline 31 Jan 2027 | 3 articles | Viewed by 1009 | Submission Open
Keywords: combinatorics on noncomutative series; noncommutative symbolic computation; special functions; special values
(This special issue belongs to the Section C: Mathematical Analysis)
Using Artificial Neural Networks to Address Complex Problems submission deadline 31 Jan 2027 | 1 articles | Viewed by 896 | Submission Open
Keywords: artificial neural networks; prediction and classification; complex systems; mathematical modeling; engineering applications
New Trends in Computer Vision, Deep Learning and Artificial Intelligence, 2nd Edition
edited by , Bowen Zhang and
submission deadline 31 Jan 2027 | 1 articles | Viewed by 857 | Submission Open
Keywords: deep learning; computer vision; video understanding; 3D vision; neural rendering; visual affective computing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computational Optimization and Applications in Computer Vision
edited by Weiping Zhang and
submission deadline 31 Jan 2027 | 1 articles | Viewed by 769 | Submission Open
Keywords: imaging; computer vision; computational optimization; radar signal processing; remote sensing; medical image processing; water treatment; autonomous driving system; ghost imaging; ultra-wideband imaging; quantum state tomography; convex optimization; heuristic algorithm; deep learning; time–frequency analysis; image understanding; target identification; diagnosis; acoustic signal processing; synthetic aperture radar; inverse synthetic aperture radar
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Object Detection: Algorithms, Computations and Practices, 2nd Edition
edited by and
submission deadline 31 Jan 2027 | 1 articles | Viewed by 765 | Submission Open
Keywords: anchor and anchor-free object detection; few-shot/zero-shot object detection; weak/semi/unsupervised object detection; long-tailed object detection; small object detection; 3D object detection; object detection in challenging conditions; fusion of point cloud and images for object detection; large-scale datasets for object detection
(This special issue belongs to the Section E1: Mathematics and Computer Science)
AI-Enabled Prognostics and Health Management: Mathematical Aspect and Engineering Applications
edited by Lin Lin, and Zhiqi Yan
submission deadline 31 Jan 2027 | 1 articles | Viewed by 755 | Submission Open
Keywords: prognostics and health management (PHM); remaining useful life (RUL) prediction; fault detection and diagnosis; condition-based maintenance; predictive maintenance; machine learning/deep learning; statistical learning theory; optimization algorithms; uncertainty quantification; signal processing; data imbalance; out-of-distribution (OOD) detection; over-sampling techniques; anomaly detection; aeronautics/aerospace engineering; mechatronics; industrial systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Methods in Computer Graphics and Image Processing
edited by Wanwan Li
submission deadline 31 Jan 2027 | Viewed by 720 | Submission Open
Keywords: realistic rendering; object recognition; image enhancement; procedural modeling; mathematical frameworks; differential geometry; numerical methods; optimization techniques; machine learning; computational algebra
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Time Series Methods for Information Security Risk Analysis and Risk Management
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 717 | Submission Open
Keywords: time series analysis; temporal machine learning; probabilistic risk modeling; cybersecurity risk assessment; threat forecasting; quantitative risk analysis; adversarial behavior modeling; time-dependent anomaly detection; cyber risk prediction
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances and Applications of Design of Experiments and Statistical Methods submission deadline 31 Jan 2027 | 1 articles | Viewed by 686 | Submission Open
Keywords: DOE; factorial design; response surface methodology; adaptive experimental design; variance analysis; regression analysis; Bayesian statistics; time series analysis; mathematical statistics; sampling; multivariate statistical methods; high-dimensional data analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Analysis and Numerical Computation of Partial Differential Equations
edited by and
submission deadline 31 Jan 2027 | 1 articles | Viewed by 662 | Submission Open
Keywords: linear and nonlinear PDEs; finite element; numerical analysis
(This special issue belongs to the Section C1: Difference and Differential Equations)
Supply Chain Optimization and System Dynamics submission deadline 31 Jan 2027 | Viewed by 656 | Submission Open
Keywords: supply chain optimization; application of complex systems theory in management; system dynamics and simulation
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Applied Statistics, Biostatistics, and Medical Informatics
edited by Lin Ge and
submission deadline 31 Jan 2027 | 1 articles | Viewed by 626 | Submission Open
Keywords: applied statistics; biostatistics; medical informatics; statistical modeling; clinical trials; causal inference; machine learning; high-dimensional data; bioinformatics; survival analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Complex Analysis and Functional-Differential Equations
edited by Chungchun Yang, Weiyi Su and Liangwen Liao
submission deadline 31 Jan 2027 | 1 articles | Viewed by 591 | Submission Open
Keywords: complex analysis; complex dynamics; Nevanlinna theory; differential equations; functional equations; meromorphic solutions; entire solutions; elliptic equations; integral equations; boundary value problems; fractal; locally compact groups; partial differential equations
(This special issue belongs to the Section C4: Complex Analysis)
Mathematical Modeling and Machine Learning Approaches for Construction and Maintenance of Tunnels
edited by , Yuanchao Zhang and Jiajie Zhen
submission deadline 31 Jan 2027 | 1 articles | Viewed by 584 | Submission Open
Keywords: shield tunneling; intelligent construction of shield tunnels; life-cycle smart management; mathematical modeling of engineering problems; applied mathematics; machine learning; numerical modeling; physics-data integrated modeling; risk assessment model; multi-scale modeling in geotechnical engineering; multi-scale modeling in geotechnical engineering; shield–soil–structure interaction
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Statistical Analysis for Health, Finance, Industry and Digital Economy, 2nd Edition
edited by Lei Qin
submission deadline 31 Jan 2027 | 1 articles | Viewed by 541 | Submission Open
Keywords: machine learning and optimization; neural network; generative AI; artificial intelligence in healthcare; digital-driven diagnostics and prognostics; health economics; longevity risk management; financial insurance swaps; insurance big data analytics; insurance-linked security; option pricing; market microstructure; cryptocurrency; blockchain; digital economy; input–output analysis
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Modeling and Models in Engineering submission deadline 31 Jan 2027 | Viewed by 535 | Submission Open
Keywords: inverse problems; mathematical modeling; numerical methods; ai/machine learning techniques; interface modeling; parameter identification; source reconstruction; optimal design; model reduction; variational formulations; asymptotic analysis
(This special issue belongs to the Section E4: Mathematical Physics)
Game Theory and Decision Theory Analysis and Applications
edited by Zejian Zhou and Chao Jiang
submission deadline 31 Jan 2027 | Viewed by 458 | Submission Open
Keywords: game theory; decision theory; mechanism design; multi-agent systems; reinforcement learning; Bayesian decision models; strategic learning; stochastic modeling
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Artificial Intelligence: Deep Learning and Computer Vision, 2nd Edition submission deadline 31 Jan 2027 | Viewed by 453 | Submission Open
Keywords: artificial intelligence; deep learning; computer vision; vision transformers; remote sensing; control systems; small data; constrained hardware; image generation; image and video generation; image processing; object detection; transformer architecture; convolutional neural networks (CNNs); recurrent neural networks (RNNs); vision-language models (VLMs)
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Network Optimization for Transport Operations, Logistics and Location Planning
edited by and Shuguang Zhan
submission deadline 31 Jan 2027 | Viewed by 414 | Submission Open
Keywords: network optimization; transport operations; logistics planning; location planning; operations research; artificial intelligence
(This special issue belongs to the Section E: Applied Mathematics)
Model Predictive Control: Mathematical Foundations and Emerging Engineering Challenges
edited by and Jia Xu
submission deadline 31 Jan 2027 | Viewed by 410 | Submission Open
Keywords: model predictive control; robust and stochastic control; learning-based control; real-time optimization; cyber–physical systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Intelligence and Computer Security: Challenges, Solutions and Applications submission deadline 31 Jan 2027 | Viewed by 406 | Submission Open
Keywords: computational intelligence; computer security; artificial intelligence (AI); machine learning; post-quantum cryptography; secure communication; threat detection; data integrity
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modeling and Optimization of Mixed Traffic Flow in Transportation and Logistics
edited by
submission deadline 31 Jan 2027 | Viewed by 380 | Submission Open
Keywords: mixed traffic flow; mathematical modeling; traffic optimization; autonomous vehicles; optimal control; transportation networks; logistics systems; game theory; stochastic processes; multi-objective optimization
(This special issue belongs to the Section E: Applied Mathematics)
AI-Driven Robotics in Mathematics and Intelligent System Management
edited by and Jinwoo Song
submission deadline 31 Jan 2027 | Viewed by 379 | Submission Open
Keywords: artificial intelligence; intelligent robotics; system reliability; optimization; data imbalance; digital twin; adaptive control; fault diagnosis; fault detection; dynamic scheduling; intelligent control; quality control; predictive maintenance; smart manufacturing; multi-objective optimization; Swarm Intelligence
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Modeling and Learning-Based Control of Information Dynamics in Complex Networks and Communication Systems
edited by , , Ting Ma, Shaofeng Li and Enbin Song
submission deadline 31 Jan 2027 | Viewed by 377 | Submission Open
Keywords: complex networks; information dynamic modeling; stochastic processes and network analysis; vehicular networks and autonomous systems; partial differential equations; topological data analysis; automated theorem proving; learning-based control; human–AI agents–device collaboration; agentic AI security and ML system security
(This special issue belongs to the Section E: Applied Mathematics)
Modelling, Analysis, and Applications for Biomathematics
edited by
submission deadline 31 Jan 2027 | Viewed by 361 | Submission Open
Keywords: dynamical systems; differential equation models in ecology and epidemiology stochastic processes; statistical analysis; probabilistic methods in genetics and evolution; computational and algorithmic approaches in bioinformatics and systems biology; biomathematics
(This special issue belongs to the Section E3: Mathematical Biology)
Fluid Mechanics: Theory and Applications
edited by Marco Aurélio Dos Santos Bernardes
submission deadline 31 Jan 2027 | Viewed by 349 | Submission Open
Keywords: computational fluid dynamics (CFDs); theoretical fluid mechanics; turbulence modeling; multiphase flow; reactive flows (combustion); triply periodic minimal surfaces (TPMSs); fluid–structure interaction (FSI); mathematical modeling; high-fidelity simulations (DNS/LES/RANS); transport phenomena
(This special issue belongs to the Section C: Mathematical Analysis)
Scientific Computing and Machine Learning in Engineering submission deadline 31 Jan 2027 | Viewed by 339 | Submission Open
Keywords: scientific computing; multiphysics coupling; physics-informed neural networks; lattice and discrete element methods; machine learning
(This special issue belongs to the Section E: Applied Mathematics)
Computational Fluid Dynamics for Biomedical Applications and Bio-Inspired Designs
edited by Zheng Li and Muhammad Rubayat Bin Shahadat
submission deadline 31 Jan 2027 | Viewed by 337 | Submission Open
Keywords: computational fluid dynamics; CFD; scientific computing; biomedical applications
(This special issue belongs to the Section E: Applied Mathematics)
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