Special Issues

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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Numerical Simulations and Machine Learning Algorithms of Complex Environmental and Medical Systems
edited by Nopparat Pochai
submission deadline 31 Mar 2026 | Viewed by 36 | Submission Open
Keywords: numerical simulations; machine learning; environmental modeling; medical modeling; applied mathematics
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Fuzzy Intelligence and Non-Classical Logical Computing
edited by Yu-Bin Zhong and Yi Xiang
submission deadline 31 Mar 2026 | Viewed by 35 | Submission Open
Keywords: fuzzy logic and reasoning; causal models; computability; non-classical logics; artificial intelligence foundations; factor neural networks; knowledge representation; uncertainty modeling
(This special issue belongs to the Section E: Applied Mathematics)
Algorithms and Applications of Graph Neural Network
edited by Yuzhou Chen
submission deadline 31 Mar 2026 | Viewed by 35 | Submission Open
Keywords: graph machine learning; graph deep learning; graph neural networks; robustness analysis; explainability and interpretability; transfer learning; large language models
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances of Mathematics and Artificial Intelligence in Engineering Applications
edited by and
submission deadline 31 Mar 2026 | Viewed by 32 | Submission Open
Keywords: intelligent robotics; intelligent materials; system modeling; system estimation; uncertainty quantification; digital twin system; smart sensing; sensor fusion; multi-modal perception; human– machine interaction; path planning; decision making; model-free control; data-driven control; AI-driven computation
(This special issue belongs to the Section E: Applied Mathematics)
Computational Statistics with Applications
edited by
submission deadline 31 Mar 2026 | Viewed by 28 | Submission Open
Keywords: statistical algorithms; big data; optimization; bayesian computing; machine learning; artificial intelligence; Monte Carlo methods; computational statistics
(This special issue belongs to the Section D1: Probability and Statistics)
Recent Advances in Theory and Practice of Time-Delay Systems Analysis and Control submission deadline 31 Mar 2026 | Viewed by 26 | Submission Open
Keywords: time-invariant and time-variant delayed systems; delay-varying models and their stability; linear and nonlinear delayed systems; dynamics and stability of systems with retarded and neutral delays; delayed systems described by algebraic-differential equations; exponential; asymptotic; strong; delay-dependent; delay-independent; BIBO; H2; H∞ ; and polynomial stability of time-delay systems; delay-dependent and delay-independent stability; hopf; fold; and pitchfork bifurcation; stability switching; dynamic mode decomposition; eigenvalue analyses; properties of the evolution operator; semi-discretization and full-discretization methods; finite-dimension approximations; filtering and estimation of time-delay systems; switched systems with time delay and event-triggered control; Krasovskii-type and Lyapunov– Razumikhin-type stability and control approaches; new results in controllability and observability of time-delay systems; robust; algebraic; and adaptive control methods and their applications; machine learning principles; reinforcement learning; deep learning in modeling and control; bidirectional associative memory and convolutional neural networks; laboratory and experimental verification; real-life applications in the reign of time-delay systems
(This special issue belongs to the Section C2: Dynamical Systems)
Advances in Time Series Forecasting with Applications
edited by Waddah Saeed and
submission deadline 31 Mar 2026 | Viewed by 25 | 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)
Computational Geometry: Theory, Algorithms and Applications
edited by
submission deadline 31 Mar 2026 | Viewed by 22 | Submission Open
Keywords: Voronoi diagrams; Delaunay triangulation; rapidly exploring random trees; visibility graphs; convex hulls; binary space partitions
(This special issue belongs to the Section B: Geometry and Topology)
New Advances in Complex Analysis and Functional Analysis
edited by
submission deadline 31 Mar 2026 | Viewed by 17 | Submission Open
Keywords: harmonic and quasiconformal mappings; entire and meromorphic functions; univalent and multivalent functions; subordinations and complex operator theory; geometrical aspects of complex analysis; special functions; applications of symmetry in mathematical analysis
(This special issue belongs to the Section C4: Complex Analysis)
Advances in Computational Methods for Network Security
edited by
submission deadline 31 Mar 2026 | Viewed by 15 | Submission Open
Keywords: network security; data security; AI-based algorithms; privacy computing; hardware/software co-design
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Modelling and Optimization in Supply Chain Management submission deadline 31 Mar 2026 | Viewed by 13 | Submission Open
Keywords: supply chain management; integrated modeling; optimization techniques; strategic planning; tactical planning; decision support systems; inventory management; production planning; distribution logistics; risk management; simulation; artificial intelligence; machine learning; resilience; efficiency
(This special issue belongs to the Section E: Applied Mathematics)
Machine Learning for Anomaly Detection
edited by
submission deadline 31 Mar 2026 | Viewed by 9 | Submission Open
Keywords: anomaly detection; industrial systems; critical infrastructure; image & video; high-dimensional; multimodal
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Fractional Order Systems and Its Applications submission deadline 31 Mar 2026 | Viewed by 9 | Submission Open
Keywords: fractional calculus; fractional order modelling; fractional control; memory effects; non-integer dynamics; applications of fractional systems; system identification; robust control
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Biostatistics and Health Science
edited by
submission deadline 31 Mar 2026 | Viewed by 9 | Submission Open
Keywords: clinical trials; AI methods in biostatistics; causal inference; functional data analysis; subgroup analysis; multi-regional analysis; integrative analysis; precision medicine; statistical genetics
(This special issue belongs to the Section E3: Mathematical Biology)
Fuzzy Multi-Criteria Decision-Making and Its Applications in Industry, Management and Operation Research
edited by
submission deadline 31 Mar 2026 | Viewed by 8 | Submission Open
Keywords: fuzzy multi-criteria decision-making; hybrid MCDM frameworks; interval intuitionistic fuzzy sets; Industry 4.0; weight determination models; supply chain management; sustainable operations management
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Applied Mathematics in Artificial Intelligence: Methods, Algorithms, and Applications submission deadline 10 Apr 2026 | Viewed by 1371 | Submission Open
Keywords: artificial intelligence applications; application in computing; artificial intelligence; information management; management science; AI for science; image classification; object detection; image segmentation; facial recognition; NLP; text classification; sentiment analysis; machine translation; etc.; robotics; path planning; control systems; sensor fusion; healthcare; medical image analysis; predictive modeling; drug discovery; finance; algorithmic trading; risk management; fraud detection; autonomous systems; self-driving cars; drones; automated decision making; quantum machine learning; fairness and ethics in AI; explainable AI; data management; data pre-processing techniques; case studies and practical applications; industry applications; statistics applications; optimization; mathematical modeling; reliability; decision analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Advances in Graph Neural Networks (GNNs) and Applications
edited by
submission deadline 15 Apr 2026 | Viewed by 23 | Submission Open
Keywords: graph neural network; machine learning; applied mathematics; computer vision; artificial intelligence
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Foundations and Innovations in Advanced Image and Video Processing
edited by
submission deadline 15 Apr 2026 | Viewed by 11 | Submission Open
Keywords: image processing; video processing; AIGC; mathematical theory
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Interdisciplinary Modeling and Analysis of Complex Systems
edited by Qing Cai and
submission deadline 20 Apr 2026 | Viewed by 25 | Submission Open
Keywords: system modeling; system simulation; complex networks; complex systems; multi-agent systems; AI agents
(This special issue belongs to the Section D: Statistics and Operational Research)
Machine Learning Algorithms and Their Applications in Bioinformatics
edited by Alireza Khanteymoori
submission deadline 20 Apr 2026 | Viewed by 18 | Submission Open
Keywords: machine learning in bioinformatics; deep learning in biomedical research; genomic data analysis; protein structure prediction; biomarker discovery; drug-target interaction prediction; systems biology modeling; omics data integration; feature selection in high-dimensional data; explainable artificial intelligence (XAI); automated machine learning (AutoML); small sample learning in biology; semi-supervised learning in bioinformatics; unsupervised learning for biological insights; multi-omics analysis
(This special issue belongs to the Section E3: Mathematical Biology)
Data-Driven Modelling and Optimisation with Applications
edited by
submission deadline 20 Apr 2026 | Viewed by 18 | Submission Open
Keywords: optimisation; machine learning; learning-to-optimise; data-driven modelling; explainable AI
(This special issue belongs to the Section E: Applied Mathematics)
Multiscale Modeling in Engineering and Mechanics, 2nd Edition
edited by , , and Chengyong Cao
submission deadline 20 Apr 2026 | Viewed by 8 | Submission Open
Keywords: multiscale modeling; mathematical modeling; computational methods; data-driven approaches; artificial intelligence; micro– macro mechanics; mechanical modeling; biomechanics; bioengineering
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Methods in Analysis and Applications, 3rd Edition
edited by
submission deadline 30 Apr 2026 | 6 articles | Viewed by 13784 | Submission Open
Keywords: Newton-like methods; Steffensen-type methods; variational methods; iterative methods for image processing; methods for solving inverse problems; methods for generalized equilibrium problems; methods for optimization problems; methods in biology; chemistry; and medicine; methods in economics; methods in physics; methods in engineering
Business Analytics and Decision-Making: Models, Algorithms and Applications
edited by Liping Liu
submission deadline 30 Apr 2026 | 4 articles | Viewed by 8036 | Submission Open
Keywords: business analytics; predictive analytics; machine learning; Bayesian learning; deep learning; fuzzy logic; Dempster– Shafer theory; generative AI
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Image Processing and Computational Intelligence: Methodologies and Applications
edited by Qi Zhang and Jianhang Zhou
submission deadline 30 Apr 2026 | 7 articles | Viewed by 5078 | Submission Open
Keywords: machine learning; image processing; pattern recognition; computational intelligence; deep learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Summability and Convergence Methods
edited by Francisco Javier Pérez Fernández, María C. Listán-García and Soledad Moreno-Pulido
submission deadline 30 Apr 2026 | 4 articles | Viewed by 4166 | Submission Open
Keywords: series; asymptotically statistical equivalence; difference sequences; statistical convergence; multiplier convergent series; matrix methods; modulus function; statistical convergence in probability; Boolean algebras; effect algebras; Cesà ro summability; lacunary convergence; f-statistical convergence
(This special issue belongs to the Section C1: Difference and Differential Equations)
Computational Intelligence in Addressing Data Heterogeneity
edited by
submission deadline 30 Apr 2026 | 3 articles | Viewed by 2942 | Submission Open
Keywords: robust machine learning; robust optimization; curse of dimensionality; uncertainty quantification
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Optimization in Machine Learning, Computer Vision, and Data Mining, 2nd Edition
edited by
submission deadline 30 Apr 2026 | 1 articles | Viewed by 1381 | 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)
Numerical Methods for Differential Equations and Related Inverse Problems
edited by He Yang
submission deadline 30 Apr 2026 | 1 articles | Viewed by 755 | Submission Open
Keywords: finite difference methods; finite element methods; discontinuous Galerkin methods; meshfree methods; method of particular solutions; partial differential equations; fractional differential equations; integro-differential equations; machine learning-based PDE solver; inverse problems
(This special issue belongs to the Section C1: Difference and Differential Equations)
Process Control and Automatic Control of Nonlinear Systems submission deadline 30 Apr 2026 | Viewed by 628 | Submission Open
Keywords: nonlinear control theory; robust linear control; sliding mode control; fractional-order systems; high-gain observers; robust and adaptive controllers; intelligent and learning-based control; control of biological systems; autonomous vehicle control; machine vision and tracking; process modeling and system identification
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Intelligence in Real-World Optimization Problems: From Theory to Practice
edited by Yoel Tenne
submission deadline 30 Apr 2026 | Viewed by 306 | Submission Open
Keywords: applied optimization; big data; computational intelligence; data mining; fuzzy logic; informatics; modelling and simulations; neural networks; real-world applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Mathematics and Optimization Methods in Transport Planning and Management
edited by Jie Liu, Yue Xie and Xin Wu
submission deadline 30 Apr 2026 | Viewed by 148 | Submission Open
Keywords: transportation planning; transportation management; transportation optimization; algorithm design
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Perspectives on Artificial Intelligence Drive in Medical Decision-Making
edited by and Sebastian Stefaniga
submission deadline 30 Apr 2026 | 1 articles | Viewed by 143 | Submission Open
Keywords: AI-driven healthcare systems; machine learning for medical diagnosis and prognosis; ethics and explainability in AI healthcare
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Algorithms, Models and Proofs: Advancing Scalability, Sustainability and Security in Large-Scale Computation and Cryptography
edited by and Haodi Wang
submission deadline 30 Apr 2026 | Viewed by 81 | 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)
Supply Chain Optimization and System Dynamics submission deadline 30 Apr 2026 | Viewed by 52 | 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)
Structural Networks for Image Application
edited by Chunwei Tian, Shuai Wu, , Yinbo Yu and Xin Wang
submission deadline 30 Apr 2026 | Viewed by 50 | Submission Open
Keywords: deep learning; ; deep networks; image processing; optimization methods; statistical methods
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Game Theory and Decision Theory Analysis and Applications
edited by Zejian Zhou and Chao Jiang
submission deadline 30 Apr 2026 | Viewed by 44 | 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)
Analytical Methods in Wave Scattering and Diffraction, 3rd Edition submission deadline 30 Apr 2026 | Viewed by 39 | Submission Open
Keywords: waves; scattering; diffraction; radiation; integral equation techniques; asymptotic analysis; metamaterials and periodic structures; electromagnetics; photonics; acoustic waves; elastic waves
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Chaos Theory and Applications
edited by Alfonso Delgado-Bonal and
submission deadline 30 Apr 2026 | Viewed by 37 | 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)
Object Detection: Algorithms, Computations and Practices, 2nd Edition
edited by and
submission deadline 30 Apr 2026 | Viewed by 35 | 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)
Fuzzy Decision-Making and Risk Analysis in Transportation and Supply Chain Systems submission deadline 30 Apr 2026 | Viewed by 35 | Submission Open
Keywords: multiple criteria decision-making (MCDM); multiple attribute decision theory; decision analysis; single/hybrid MCDM methods; fuzzy MCDM methods; fuzzy set theory; fuzzy logic; transportation; distribution planning; optimization algorithm; soft computing in logistics research; supply chain/logistics management strategies and techniques; multimodal transportation; decision support system; expert system; supply chain performance management; modelling and simulation of logistics and supply systems; logistics and supply chain modelling; green supply chain; sustainability transportation systems
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Research on Mathematical Modeling and Prediction of Financial Risks
edited by Chao Liang
submission deadline 30 Apr 2026 | Viewed by 30 | Submission Open
Keywords: mathematics and economics; volatility forecasting analysis; advanced option pricing models; sentiment analysis and text mining; credit risk and portfolio optimization modeling; time series analysis combined with machine learning modeling; statistical inference: construction of financial models and derivation of their properties; interest rate modeling: new approaches to modeling the term structure of interest rates; incorporating market microstructure and macroeconomic factors; high-frequency data analysis: statistical and econometric methods for analyzing high-frequency financial data; capturing intraday patterns and market microstructure effects; numerical methods for financial models: development and implementation of efficient numerical methods for solving complex financial models; including finite difference methods; Monte Carlo simulations; and Fourier transform techniques
(This special issue belongs to the Section E5: Financial Mathematics)
Applications of Mathematical Methods in Economics and Finance
edited by Li-Ching Chen and
submission deadline 30 Apr 2026 | Viewed by 28 | Submission Open
Keywords: mathematical modeling; optimization; game theory; econometrics; decision theory; operations research; stochastic processes; eesource allocation; risk analysis; economic dynamics; quantitative methods
(This special issue belongs to the Section E5: Financial Mathematics)
Advanced Statistical Applications for Practical Problems in Business
edited by
submission deadline 30 Apr 2026 | Viewed by 26 | Submission Open
Keywords: real-world problem solving; advanced statistical methods; innovative ideas; practical impact; management; marketing; healthcare; non-profit; public management
(This special issue belongs to the Section D1: Probability and Statistics)
Using Artificial Neural Networks to Address Complex Problems submission deadline 30 Apr 2026 | Viewed by 25 | Submission Open
Keywords: artificial neural networks; prediction and classification; complex systems; mathematical modeling; engineering applications
Advances in Applied Data Mining and Social Network Analysis
edited by and Tingxin Wen
submission deadline 30 Apr 2026 | Viewed by 23 | Submission Open
Keywords: applied data mining; social network analysis; complex networks; large language models; multimodal learning; FinTech; mining systems and engineering
(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 30 Apr 2026 | Viewed by 23 | 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)
Intelligent Algorithms Hybridizing Optimization, Machine Learning, and Simulation: Methods and Applications
edited by , Laura Calvet and
submission deadline 30 Apr 2026 | Viewed by 23 | Submission Open
Keywords: optimization; artificial intelligence; simulation; statistics and machine learning; hybrid intelligent algorithms; heuristics and metaheuristics; simheuristics and learnheuristics
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Al-Driven Innovation in Healthcare: Mathematical Methods, Security, and Applications
edited by , A. Alice Nithya and Michael Lane
submission deadline 30 Apr 2026 | Viewed by 20 | Submission Open
Keywords: artificial intelligence in healthcare; clinical decision support systems; computational drug discovery; generative AI and large language models (LLMs); explainable  AI (XAI); deep learning for medical imaging; graph theory in medical applications; ; privacy-preserving machine learning; healthcare cybersecurity; mathematical modelling and optimisation; multimodal data fusion and visualisation mathematical modelling and optimisation techniques in AI-driven healthcare; applications of graph theory in medical diagnostics and predictive modelling; secure and privacy-preserving AI algorithms for health data analysis; generative AI and synthetic data generation in clinical and pharmaceutical research; explainable  AI (XAI) methods with rigorous mathematical formulations; AI-based medical imaging and radiomics with a focus on interpretability; multimodal data fusion and visualisation using statistical and computational approaches; AI agents and autonomous decision-making systems in healthcare; robust machine learning algorithms for real-world clinical deployment; AI-enhanced cybersecurity frameworks for protecting healthcare infrastructure; AI for modelling climate– health interactions and environmental health impacts
(This special issue belongs to the Section E: Applied Mathematics)
Probability, Statistics & Symmetry, 2nd edition submission deadline 30 Apr 2026 | Viewed by 20 | Submission Open
Keywords: distribution theory; distribution theory; regression models; survival analysis; inference based on entropy; K-record values; inference in stochastic processes; machine learning; time series analysis
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