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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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Recent Advances in Swarm Intelligence Algorithms: Optimization and Application
edited by
submission deadline 31 Jan 2027 | 2 articles | Viewed by 4292 | Submission Open
Keywords: evolutionary algorithms; metaheuristics; machine learning; Swarm Intelligence; optimization methods
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Analysis: Theory, Methods and Applications
edited by and Timothy E. Faver
submission deadline 31 Jan 2027 | 3 articles | Viewed by 3967 | Submission Open
Keywords: analysis; partial differential equations; functional analysis; calculus of variations; applied mathematics
(This special issue belongs to the Section E: Applied Mathematics)
Computational Intelligence for Bioinformatics
edited by Xiaoquan Su and Min Li
submission deadline 31 Jan 2027 | 3 articles | Viewed by 3768 | Submission Open
Keywords: computational intelligence; bioinformatics; machine learning; mathematical modeling; biomedical data analysis
(This special issue belongs to the Section E3: Mathematical Biology)
Computational Statistics and Data Analysis, 3rd Edition
edited by
submission deadline 31 Jan 2027 | 5 articles | Viewed by 3392 | Submission Open
Keywords: bootstrapping; classification; data analytical strategies and methodologies applied in biostatistics; dimension reduction of high-dimensional data analysis; large-scale inference for Gaussian graphical models and covariance estimation; longitudinal/panel data analysis; massive networks; medical statistics; nonparametric and semiparametric models; optimal portfolio; robust statistics; statistical methodology and computing for data analysis; statistical methodology and computing for noise data; such as measurement error data; missing data etc.; sufficient dimension reduction methods in regression analysis variable/model selection for high-dimensional data
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Optimization in Machine Learning, Computer Vision, and Data Mining, 2nd Edition
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 3310 | Submission Open
Keywords: mathematical optimization; machine learning; computer vision; image restoration; image enhancement; pattern recognition; data mining; convergence rate; theoretical bounds; time complexity; execution time; memory consumption; algorithm performance; domain-specific problems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Recent Advances in Nonlinear Control Theory and System Dynamics
edited by and
submission deadline 31 Jan 2027 | 4 articles | Viewed by 3220 | Submission Open
Keywords: dynamics modeling and analysis of nonlinear systems; nonlinear control theory; stability analysis; analysis and control of fractional systems; chaos control and synchronization; system stability and performance optimization; robot control theory; multiphysics field coupling control; artificial intelligence-driven control theory
(This special issue belongs to the Section E: Applied Mathematics)
Variational Analysis, Optimization, and Equilibrium Problems
edited by and Prasit Cholamjiak
submission deadline 31 Jan 2027 | 3 articles | Viewed by 2862 | Submission Open
Keywords: variational analysis; convex optimization; nonconvex optimization; bilevel optimization problems; variational inequality; equilibrium problem; mixed equilibrium problem; monotone operator theory; fixed point theory; saddle point problem; generalized differentiation; non-smooth and set-valued analysis; duality theory; proximal and operator-splitting methods; multi-objective and stochastic optimization; numerical algorithms; applications in machine learning and engineering; data classification; data prediction; image processing; signal processing; extreme learning machine; deep machine learning; non-expansive mappings; quasi-non-expansive mappings; demi-contractive mappings; family of non-expansive mappings; inertial technique; double interial algorithms; minimization problem; inclusion problems
(This special issue belongs to the Section C1: Difference and Differential Equations)
AI-Based and Data-Driven Modeling and Control: Mathematical Methods and Industrial Applications
edited by
submission deadline 31 Jan 2027 | 3 articles | Viewed by 2717 | Submission Open
Keywords: AI-based optimization; industrial process control; data-driven modeling and control; model-based reinforcement learning; AI-integrated control frameworks; network-constrained systems; physics-informed neural networks; uncertainty quantification and propagation; nonlinear and complex system modeling and control; real-time optimization and control
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Algebraic Geometry and Its Applications submission deadline 31 Jan 2027 | 2 articles | Viewed by 2676 | Submission Open
Keywords: real algebraic geometry; semi-algebraic sets; computational algebraic geometry; robot kinematics; motion planning; configuration spaces; multi-view geometry; three-dimensional reconstruction; visual servoing; grasping and manipulation; singularity analysis; computer vision algorithms; structure from motion; SLAM (simultaneous localization and mapping); pose estimation; polynomial optimization; algebraic vision; geometric deep learning; geometric verification; topological data analysis; robot workspace analysis; camera calibration
(This special issue belongs to the Section A: Algebra and Logic)
Algorithms, Models and Proofs: Advancing Scalability, Sustainability and Security in Large-Scale Computation and Cryptography
edited by and Haodi Wang
submission deadline 31 Jan 2027 | 1 articles | Viewed by 2630 | Submission Open
Keywords: distributed training frameworks; parallel cryptographic computation; efficient model serving; energy-efficient architecture design; low-impact and lightweight cryptography; privacy-preserving llms; post-quantum cryptography; adversarial robustness; algorithmic foundations and modeling; secure multi-party learning; zero-knowledge proofs in AI; hardware-accelerated security; scalable key management; neural architecture search for scalable models
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Combinatorics, Discrete Mathematics and Graph Theory, 2nd Edition
edited by Jonnathan Rodriguez and
submission deadline 31 Jan 2027 | 4 articles | Viewed by 2090 | Submission Open
Keywords: algebraic graph theory; spectral graph theory; structural graph theory; combinatorics and graph theory; matrix theory; topological indices of graphs; extremal problems in graphs; inverse eigenvalue problems; graph coloring; chemical graph theory
(This special issue belongs to the Section A: Algebra and Logic)
Integration of Statistical Computing and Artificial Intelligence: Theoretical Methods and Empirical Application
edited by and
submission deadline 31 Jan 2027 | 3 articles | Viewed by 1952 | Submission Open
Keywords: statistical computing; artificial intelligence; Bayesian statistics; Monte Carlo; deep learning; neural network; regularization technique; model parameter tuning; feature selection; model selection; adaptive modeling; machine learning; financial risk prediction; price trend prediction; meteorological and climate modeling
(This special issue belongs to the Section D1: Probability and Statistics)
Advances and Applications in Intelligent Computing
edited by , Jiong Lou and Jianxiong Guo
submission deadline 31 Jan 2027 | 1 articles | Viewed by 1934 | Submission Open
Keywords: artificial intelligence algorithms and applications; deep learning and reinforcement learning; mathematical modeling and optimization algorithms; machine learning algorithms and systems; cloud/edge/distributed AI and systems; intelligent control and decision-making; applications in smart cities; education; industry; etc.
(This special issue belongs to the Section E: Applied Mathematics)
Artificial Intelligence Algorithms in Information Security and Cryptography
edited by Chengsheng Yuan and Zhihua Xia
submission deadline 31 Jan 2027 | 2 articles | Viewed by 1929 | Submission Open
Keywords: artificial intelligence algorithms; information security; cryptography; malware detection; cryptographic key management; network intrusion detection; cryptographic algorithm design; cryptographic protocol design; biometric security; privacy-preserving AI; forensics; adversarial attack; network situational awareness
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Fuzzy Logic and Explainable AI in Mathematical Decision-Making
edited by , and Diego Rubén Rodríguez
submission deadline 31 Jan 2027 | 1 articles | Viewed by 1916 | Submission Open
Keywords: explainable artificial intelligence (XAI); fuzzy logic; decision models; fuzzy clustering; data science; machine learning; human-centered AI; applied decision-making
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Optimization and Modeling in Spatio-Temporal Data Mining Using Graph Neural Networks
edited by Guangyin Jin and
submission deadline 31 Jan 2027 | 2 articles | Viewed by 1821 | Submission Open
Keywords: spatio-temporal data mining; graph neural networks; dynamic graph modeling; spatio-temporal graph; geographic information systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Deep Learning and Adaptive Control, 4th Edition
edited by and
submission deadline 31 Jan 2027 | 3 articles | Viewed by 1815 | Submission Open
Keywords: deep learning; CNN; RNN; transformer model; optimization of deep learning; applications of deep learning; reinforcement-learning-based control; applications of reinforcement learning; adaptive iterative learning control; modeling of adaptive systems; design of adaptive controllers; application of adaptive control
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Statistical Methods and Machine Learning for Medical and Genetic Epidemiology
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 1786 | 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)
Multimodal Deep Learning and Its Application in Healthcare
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 1747 | 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)
Mathematical Modeling and Numerical Optimization with Its Applications submission deadline 31 Jan 2027 | 2 articles | Viewed by 1592 | 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)
Mathematical Problems in Financial Fluctuations and Forecasting
edited by Lu Wang
submission deadline 31 Jan 2027 | 2 articles | Viewed by 1329 | 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)
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 1217 | Submission Open
Keywords: difference equations; differential equations; stochastic differential equations; stability; bifurcations
(This special issue belongs to the Section C1: Difference and Differential Equations)
Advances in Time Series Forecasting with Applications submission deadline 31 Jan 2027 | 1 articles | Viewed by 1203 | 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)
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 | 1 articles | Viewed by 1176 | 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)
Game Theory in Economics and Operations Research
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 945 | Submission Open
Keywords: operations research; game theory; mathematical modeling
(This special issue belongs to the Section E5: Financial Mathematics)
Advances in Data-Driven Modeling: Theory and Applications
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 891 | 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)
Recent Advances in Deep Learning Algorithms for Computer Vision and Image Analysis
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 653 | 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)
Human–Computer Interaction: Techniques, Algorithms and Real-World Impact
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 648 | 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)
Variational Inequality Problem: Theory, Analysis and Applications
edited by
submission deadline 31 Jan 2027 | 1 articles | Viewed by 628 | 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)
Mathematical Methods in Computer Graphics and Image Processing
edited by Wanwan Li
submission deadline 31 Jan 2027 | Viewed by 597 | 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 Chaos Theory and Applications
edited by Alfonso Delgado-Bonal and
submission deadline 31 Jan 2027 | Viewed by 514 | 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)
Supply Chain Optimization and System Dynamics submission deadline 31 Jan 2027 | Viewed by 472 | 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)
Mathematical Modelling of Nonlinear Dynamical Systems, 2nd Edition submission deadline 31 Jan 2027 | 1 articles | Viewed by 433 | 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)
Semiparametric and Nonparametric Approaches in Applied Economics
edited by and Jinbo Huang
submission deadline 31 Jan 2027 | 1 articles | Viewed by 408 | 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)
Mathematical Modeling and Models in Engineering submission deadline 31 Jan 2027 | Viewed by 395 | 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)
Using Artificial Neural Networks to Address Complex Problems submission deadline 31 Jan 2027 | Viewed by 386 | Submission Open
Keywords: artificial neural networks; prediction and classification; complex systems; mathematical modeling; engineering applications
Game Theory and Decision Theory Analysis and Applications
edited by Zejian Zhou and Chao Jiang
submission deadline 31 Jan 2027 | Viewed by 355 | 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)
Object Detection: Algorithms, Computations and Practices, 2nd Edition
edited by and
submission deadline 31 Jan 2027 | Viewed by 315 | 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)
Model Predictive Control: Mathematical Foundations and Emerging Engineering Challenges
edited by and Jia Xu
submission deadline 31 Jan 2027 | Viewed by 307 | 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)
Mathematical Modeling for Digital and Intelligent Supply Chains
edited by Yelin Fu, and Yiji Cai
submission deadline 31 Jan 2027 | Viewed by 290 | 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)
Artificial Intelligence: Deep Learning and Computer Vision, 2nd Edition submission deadline 31 Jan 2027 | Viewed by 287 | 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)
New Trends in Computer Vision, Deep Learning and Artificial Intelligence, 2nd Edition
edited by , Bowen Zhang and
submission deadline 31 Jan 2027 | Viewed by 287 | 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)
Advances in Time Series Methods for Information Security Risk Analysis and Risk Management
edited by
submission deadline 31 Jan 2027 | Viewed by 286 | 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)
Network Optimization for Transport Operations, Logistics and Location Planning
edited by and Shuguang Zhan
submission deadline 31 Jan 2027 | Viewed by 286 | 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)
Fluid Mechanics: Theory and Applications
edited by Marco Aurélio Dos Santos Bernardes
submission deadline 31 Jan 2027 | Viewed by 250 | 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)
AI-Enabled Prognostics and Health Management: Mathematical Aspect and Engineering Applications
edited by Lin Lin, and Zhiqi Yan
submission deadline 31 Jan 2027 | Viewed by 243 | 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)
AI-Driven Robotics in Mathematics and Intelligent System Management
edited by and Jinwoo Song
submission deadline 31 Jan 2027 | Viewed by 236 | 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)
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 226 | Submission Open
Keywords: computational fluid dynamics; CFD; scientific computing; biomedical applications
(This special issue belongs to the Section E: Applied Mathematics)
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 | Viewed by 222 | 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)
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 210 | 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)
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