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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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Interdisciplinary Modeling and Analysis of Complex Systems
edited by Qing Cai and
submission deadline 20 Apr 2026 | 1 articles | Viewed by 1038 | 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)
Multiscale Modeling in Engineering and Mechanics, 2nd Edition
edited by , , and Chengyong Cao
submission deadline 20 Apr 2026 | 1 articles | Viewed by 372 | 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)
Machine Learning Algorithms and Their Applications in Bioinformatics submission deadline 20 Apr 2026 | Viewed by 134 | 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 106 | Submission Open
Keywords: optimisation; machine learning; learning-to-optimise; data-driven modelling; explainable AI
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Models in Financial Engineering and Risk Analysis
edited by
submission deadline 20 Apr 2026 | Viewed by 103 | Submission Open
Keywords: financial engineering; energy finance; risk management; asset pricing; financial technology; AI finance
(This special issue belongs to the Section E5: Financial Mathematics)
Advances in Fuzzy Systems and Decision Making Theory
edited by Shibo Wu
submission deadline 20 Apr 2026 | Viewed by 92 | Submission Open
Keywords: fuzzy decision-making; multi-criteria decision analysis; fuzzy logic and inference systems; hybrid intelligent systems; fuzzy optimization; uncertainty modeling; fuzzy systems in artificial intelligence
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Mathematical Methods in Computational Fluid Dynamics: Theory and Applications
edited by
submission deadline 20 Apr 2026 | Viewed by 78 | Submission Open
Keywords: Navier– Stokes equations; turbulence modeling; domain discretization; multiphase flow; flow– structure interaction
(This special issue belongs to the Section E4: Mathematical Physics)
Intelligent Systems and Dynamic Scheduling: Optimization and Management
edited by and
submission deadline 28 Apr 2026 | 5 articles | Viewed by 9580 | Submission Open
Keywords: mathematical modeling; intelligent systems; dynamic scheduling; evolutionary computation; intelligent fault diagnosis; combinatorial optimization; operations research; intelligent computing; real-time decision making; reinforcement learning
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advanced Computational Mechanics
edited by and
submission deadline 30 Apr 2026 | 6 articles | Viewed by 19230 | Submission Open
Keywords: constitutive modelling; machine learning; nonlinear behavior; HPC; computational solid mechanics; numerical simulation
(This special issue belongs to the Section E: Applied Mathematics)
Computer Vision, Image Processing Technologies and Artificial Intelligence, 2nd Edition
edited by Hongang Qi, , and Lijuan Duan
submission deadline 30 Apr 2026 | 7 articles | Viewed by 18571 | Submission Open
Keywords: computer vision; artificial intelligence; deep learning; machine learning; neural networks; image processing; vision information; large-scale model on computer vision
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances of Applied Probability and Statistics submission deadline 30 Apr 2026 | 8 articles | Viewed by 16170 | Submission Open
Keywords: statistics; probability; machine learning; artificial intelligence; social sciences; biology; finance
(This special issue belongs to the Section D1: Probability and Statistics)
Computational Methods in Analysis and Applications, 3rd Edition
edited by
submission deadline 30 Apr 2026 | 6 articles | Viewed by 15229 | 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
Recent Advances in Statistical Machine Learning
edited by Michelle Xia
submission deadline 30 Apr 2026 | 1 articles | Viewed by 15090 | Submission Open
Keywords: artificial intelligence; deep learning; ensemble methods; machine learning; neural networks; probabilistic modeling; reinforcement learning; semi-supervised learning; statistical learning; sparse learning; supervised learning; unsupervised learning
(This special issue belongs to the Section D1: Probability and Statistics)
Business Analytics and Decision-Making: Models, Algorithms and Applications
edited by Liping Liu
submission deadline 30 Apr 2026 | 7 articles | Viewed by 14356 | 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 | 8 articles | Viewed by 12627 | 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)
Recent Advances of Neural Network Optimization and Algorithms in Deep Learning
edited by Yang Liu
submission deadline 30 Apr 2026 | 3 articles | Viewed by 12146 | Submission Open
Keywords: neural networks; optimizer; regularization; distributed learning; reinforcement learning
(This special issue belongs to the Section E: Applied Mathematics)
Application of Regression Models, Analysis and Bayesian Statistics
edited by Fernando Ferraz do Nascimento and
submission deadline 30 Apr 2026 | 6 articles | Viewed by 11775 | Submission Open
Keywords: regression models; Bayesian analysis; MCMC; environmental data; spatial models; financial data; extreme value theory
(This special issue belongs to the Section D1: Probability and Statistics)
Applications of Differential Equations in Sciences submission deadline 30 Apr 2026 | 8 articles | Viewed by 9588 | Submission Open
Keywords: differential equations; mathematical physics; mechanics; financial mathematics; fractional calculus; mathematical biology; numerical methods; neuroscience
(This special issue belongs to the Section C1: Difference and Differential Equations)
Recent Research in Queuing Theory and Stochastic Models, 2nd Edition submission deadline 30 Apr 2026 | 6 articles | Viewed by 9086 | Submission Open
Keywords: Markov chains; stochastic process; sojourn times; busy periods; heavy traffic regime; multichannel stochastic network
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Artificial Intelligence and Data Science, 2nd Edition
edited by and
submission deadline 30 Apr 2026 | 7 articles | Viewed by 8485 | Submission Open
Keywords: intelligent computing such as auto machine learning; lifelong learning; etc.; complexity theory; high-performance computing; big data technologies and applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Inequalities and Fractional Calculus submission deadline 30 Apr 2026 | 8 articles | Viewed by 7197 | Submission Open
Keywords: inequalities; integral inequalities; fractional calculus; q-calculus; fractional integral operator; fractional differential operator; fractional differential equation; fractional integral equation
(This special issue belongs to the Section E: Applied Mathematics)
Computational Intelligence in Addressing Data Heterogeneity
edited by
submission deadline 30 Apr 2026 | 4 articles | Viewed by 6820 | Submission Open
Keywords: robust machine learning; robust optimization; curse of dimensionality; uncertainty quantification
(This special issue belongs to the Section E: Applied Mathematics)
Deep Representation Learning for Social Network Analysis
edited by Qiang He and
submission deadline 30 Apr 2026 | 4 articles | Viewed by 6391 | Submission Open
Keywords: social network structure analysis; the influence of users’ social network nodes; community discovery; dynamic social network analysis; user behavior; link prediction; social recommendation systems; information dissemination in social networks; anomaly detection; social network data mining; predicting future development trends in social network data; node-embedded learning; influence maximization; infectious disease analysis; malicious rumor control; rumor detection; healthcare applications; machine learning
(This special issue belongs to the Section E: Applied Mathematics)
Intelligent Perception Computing and Graph Neural Networks: Algorithms, Applications, and New Challenges
edited by , and Zhuotao Lian
submission deadline 30 Apr 2026 | 3 articles | Viewed by 6115 | Submission Open
Keywords: graph neural networks; intelligent perception computing; parallel and distributed computing; multi-modal data integration; computer vision; sensor networks; wireless communication; data privacy
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Models in Information Security and Cryptography
edited by Jiangang Shu, Yong Ding and Haining Yu
submission deadline 30 Apr 2026 | 4 articles | Viewed by 6060 | Submission Open
Keywords: information security; cryptography; mathematical models; security and privacy; privacy-enhancing technologies
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Machine Learning and Deep Learning: Innovations and Applications
edited by
submission deadline 30 Apr 2026 | 5 articles | Viewed by 5921 | Submission Open
Keywords: machine learning algorithms; deep learning architectures; artificial intelligence applications; neural networks; supervised learning; unsupervised learning; reinforcement learning; computer vision; natural language processing; speech recognition; data mining techniques; model optimization; big data analytics; explainable AI
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Mathematics in Machine Learning and Cloud Computing: Foundations and Applications
edited by Yu Liang
submission deadline 30 Apr 2026 | 2 articles | Viewed by 5904 | Submission Open
Keywords: optimization; probabilistic modeling; information theory; graph theory and network analysis; cryptography and security; linear algebra and tensor analysis; quantum computing; dynamic system; numerical methods; computational geometry
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Statistics: Theories and Applications
edited by , Shaoyu Li and
submission deadline 30 Apr 2026 | 6 articles | Viewed by 5867 | Submission Open
Keywords: Bayesian statistics; distributed computing; variable selection; nonparametric smoothing; financial time series analysis; analysis of genetics data; high-dimensional data; AI-assisted model validation
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Modelling in Financial Economics
edited by
submission deadline 30 Apr 2026 | 3 articles | Viewed by 5835 | Submission Open
Keywords: theoretical analytical methods; stochastic methods; numerical modelling methods; AI modelling and simulation; big data methods
(This special issue belongs to the Section E5: Financial Mathematics)
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 5779 | 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)
Emerging Trends in Real-Time Optimization to Digitize Processes and Operations submission deadline 30 Apr 2026 | 2 articles | Viewed by 5540 | Submission Open
Keywords: real-time optimization; big data analytics; machine learning; Internet of Things (IoT); industry applications; healthcare applications; digital twins development; large-scale optimization; process digitization; metaheuristic and heuristic algorithms
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Statistics for High-Dimensional Data
edited by
submission deadline 30 Apr 2026 | 3 articles | Viewed by 5459 | Submission Open
Keywords: high dimension; large p small n; low sample high dimensional setting; dimension reduction; variable selection
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Applications in Mechanical and Civil Engineering submission deadline 30 Apr 2026 | 3 articles | Viewed by 5343 | Submission Open
Keywords: optimization; computational and numerical methods; signal processing; machine learning; mathematical modeling; control; engineering problems; dimensional analysis
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Sequential Sampling Methods for Statistical Inference
edited by Jun Hu and
submission deadline 30 Apr 2026 | 5 articles | Viewed by 5318 | Submission Open
Keywords: sequential sampling methods; statistical inference; point estimation; interval estimation; hypothesis testing; change-point detection; multi-armed bandits
(This special issue belongs to the Section D1: Probability and Statistics)
Deep Neural Network: Theory, Algorithms and Applications
edited by
submission deadline 30 Apr 2026 | 3 articles | Viewed by 5302 | Submission Open
Keywords: deep neural networks; computer vision; natural language processing; autonomous systems; optimization algorithm; XAI; application
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computational Approaches in Computer Science: Methods, Algorithms, and Applications
edited by
submission deadline 30 Apr 2026 | 3 articles | Viewed by 4592 | Submission Open
Keywords: artificial intelligence (AI); machine learning; computational complexity; optimization; data structures; computational mathematics; formal methods; testing methods; high-performance computing (HPC)
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Complex System Dynamics and Image Processing
edited by Hao Zhang
submission deadline 30 Apr 2026 | 3 articles | Viewed by 3946 | Submission Open
Keywords: chaos; memristor; dynamics; nonlinear analysis; image encryption; image hiding; steganography; image compression; watermarking
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Distributed Systems: Methods and Applications
edited by
submission deadline 30 Apr 2026 | 2 articles | Viewed by 3620 | Submission Open
Keywords: distributed systems; distributed algorithms; parallel computing; blockchains; consensus and leader election algorithms; cloud; edge; and fog computing; distributed machine learning; federated learning; Internet of Things (IoT); smart systems; microservices; distributed storage systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Research Progress of Probability Statistics
edited by Wanyang Dai
submission deadline 30 Apr 2026 | 2 articles | Viewed by 3558 | Submission Open
Keywords: probability; statistics; stochastics
(This special issue belongs to the Section D1: Probability and Statistics)
Modern Trends in Mathematics, Probability and Statistics for Finance
edited by Nguyet Nguyen
submission deadline 30 Apr 2026 | 3 articles | Viewed by 3526 | Submission Open
Keywords: pricing models; portfolio optimization; risk management; financial time series analysis; high-frequency trading strategies; optimal stopping; stochastic games; machine learning
(This special issue belongs to the Section E5: Financial Mathematics)
Stochastic Optimal Control, Game Theory, and Related Applications
edited by Tianyang Nie, Qi Zhang and Shujun Wang
submission deadline 30 Apr 2026 | 3 articles | Viewed by 3462 | Submission Open
Keywords: stochastic optimal control; game theory; maximum principle; dynamic programming principle; forward– backward differential equations; HJB equations
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Models and Methods in Computational Social Science
edited by Ye Wu, Lin Zhang and Xiaofan Liu
submission deadline 30 Apr 2026 | 2 articles | Viewed by 3400 | Submission Open
Keywords: computational methods; social robots; agent-based modeling; social network analysis; mathematical modeling; complex systems; big data analytics; opinion dynamics; quantitative social science
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Structural Networks for Image Application
edited by Chunwei Tian, Shuai Wu, , Yinbo Yu and Xin Wang
submission deadline 30 Apr 2026 | 2 articles | Viewed by 3030 | 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)
Mathematical Modeling and Intelligent Algorithms in Operations Research
edited by Álvaro García-Sánchez and
submission deadline 30 Apr 2026 | 1 articles | Viewed by 2824 | Submission Open
Keywords: mathematical programming; hybrid intelligent algorithms; simulation optimization; artificial intelligence; operations research; machine learning; reinforcement learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Process Control and Automatic Control of Nonlinear Systems submission deadline 30 Apr 2026 | Viewed by 2748 | 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)
Fuzzy Convex Structures and Some Related Topics, 2nd Edition
edited by and
submission deadline 30 Apr 2026 | 2 articles | Viewed by 2669 | Submission Open
Keywords: fuzzy convex structures; fuzzy topology; fuzzy metric; fuzzy algebra; fuzzy order; fuzzy matroid; fuzzy game; fuzzy graphs; fuzzy rough set; fuzzy clustering; fuzzy data envelope
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Mathematical Analysis: Theory, Methods and Applications
edited by and Timothy E. Faver
submission deadline 30 Apr 2026 | 2 articles | Viewed by 2338 | Submission Open
Keywords: analysis; partial differential equations; functional analysis; calculus of variations; applied mathematics
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Biological Systems with Mathematics
edited by and Carlos Borau Zamora
submission deadline 30 Apr 2026 | 3 articles | Viewed by 2333 | Submission Open
Keywords: computational biomechanics; cell mechanics; numerical modeling of medical devices; patient-specific-based numerical models; finite element method; diffusion models in the tissue engineering; constitutive models; numerical methods in the biomedical engineering; numerical algorithms and imaging techniques; machine learning techniques
(This special issue belongs to the Section E3: Mathematical Biology)
Advanced Approaches to Mathematical Physics Problems in High-Energy Physics
edited by Mario Cezar Bertin and
submission deadline 30 Apr 2026 | 2 articles | Viewed by 2296 | Submission Open
Keywords: mathematical physics; high-energy physics; classical and quantum gravity
(This special issue belongs to the Section E4: Mathematical Physics)
Mathematical Optimization in Machine Learning, Computer Vision, and Data Mining, 2nd Edition
edited by
submission deadline 30 Apr 2026 | 1 articles | Viewed by 2204 | 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)
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