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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New Trends of Machine Learning Applications in Computer Graphics and Image Processing
edited by , , and Meng Wu
submission deadline 10 Jul 2025 | 8 articles | Viewed by 17577 | Submission Open
Keywords: machine learning; computer graphics; geometry optimization; computer vision; 3D vision; isogeometric analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Mobile Network and Intelligent Communication
edited by , , and Fan Wu
submission deadline 10 Jul 2025 | 10 articles | Viewed by 15214 | Submission Open
Keywords: 5G/6G networks; mobile networks; intelligent communications; Internet of Things; edge computing and intelligence; AI for wireless networks
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modelling and Machine Learning Methods for Bioinformatics and Data Science Applications, 2nd Edition submission deadline 10 Jul 2025 | 6 articles | Viewed by 14742 | Submission Open
Keywords: Mathematical modeling; Numerical methods; Machine learning; Statistical  techniques; Statistical learning; Data science; Bioinformatics; Medical image processing; Biosignal processing
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Matrix Equations and Their Algorithms Analysis
edited by and
submission deadline 10 Jul 2025 | 8 articles | Viewed by 14415 | Submission Open
Keywords: matrix equations; numerical methods; differential; integral equations; optimization problems; variational equations; control problems; algebraic equations
(This special issue belongs to the Section E: Applied Mathematics)
Innovations in Optimization and Operations Research
edited by , and Socorro Rangel
submission deadline 10 Jul 2025 | 7 articles | Viewed by 10503 | Submission Open
Keywords: optimization; operations research; metaheuristics; multi-objective optimization; combinatorial optimization; stochastic optimization; heuristics; supply chain management; logistics; robust optimization; game theory; evolutionary algorithms; swarm intelligence; finance; economics; engineering; decision support systems; data-driven optimization; machine learning; real-world applications; multidisciplinary applications
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Nonparametric Regression Models: Theory and Applications submission deadline 10 Jul 2025 | 7 articles | Viewed by 10371 | Submission Open
Keywords: nonparametric methods; semiparametric methods; varying-coefficient models; local smoothing; splines; time series; environmental economics; financial economics; cross-sectional dependence
(This special issue belongs to the Section D1: Probability and Statistics)
Trends and Prospects of Numerical Modelling in Bioengineering
edited by , and Beatrice De Lazzari
submission deadline 10 Jul 2025 | 4 articles | Viewed by 7230 | Submission Open
Keywords: numerical model; numerical software; e-learning; 0D; 1D; and 3D model; clinical environment; hybrid model; athletic performance; biomechanics in athletics; movement analysis; computer assist surgery
(This special issue belongs to the Section E: Applied Mathematics)
Artificial Intelligence for Biomedical Image Processing and Data Analysis
edited by
submission deadline 10 Jul 2025 | 3 articles | Viewed by 5761 | Submission Open
Keywords: artificial intelligence; machine learning; data science; image processing; image segmentation; medical imaging; computer vision; biomedical engineering; healthcare technologies
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Recent Advances in Quantum Theory and Its Applications
edited by
submission deadline 10 Jul 2025 | 2 articles | Viewed by 3628 | Submission Open
Keywords: quantum information; quantum mechanics; quantum metrology; qubits; quantum optics; geometric phases; quantum gravity; quantum cosmology
(This special issue belongs to the Section E4: Mathematical Physics)
Operations Research and Optimization, 2nd Edition
edited by and
submission deadline 10 Jul 2025 | 1 articles | Viewed by 1483 | Submission Open
Keywords: operations research; integer programming; optimization; exact optimization algorithms
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Analytical Frameworks and Methods for Cybersecurity, 2nd Edition
edited by
submission deadline 10 Jul 2025 | 1 articles | Viewed by 1290 | Submission Open
Keywords: Cybersecurity; Cyber– physical systems; Cyber persona; Influence operations; Attack modelling; Situational awareness; Intrusion detection; Classification; Forensics; Risk management; Resilience; Coding; Cryptography; Artificial intelligence; Deep learning   TRANSLATE with x English Arabic Hebrew Polish Bulgarian Hindi Portuguese Catalan Hmong Daw Romanian Chinese Simplified Hungarian Russian Chinese Traditional Indonesian Slovak Czech Italian Slovenian Danish Japanese Spanish Dutch Klingon Swedish English Korean Thai Estonian Latvian Turkish Finnish Lithuanian Ukrainian French Malay Urdu German Maltese Vietnamese Greek Norwegian Welsh Haitian Creole Persian   //   TRANSLATE with COPY THE URL BELOW Back EMBED THE SNIPPET BELOW IN YOUR SITE Enable collaborative features and customize widget: Bing Webmaster Portal Back //     This page is in English   Translate to Simplified Chinese         Afrikaans Albanian Amharic Arabic Armenian Azerbaijani Bengali Bulgarian Catalan Croatian Czech Danish Dutch English Estonian Finnish French German Greek Gujarati Haitian Creole Hebrew Hindi Hungarian Icelandic Indonesian Italian Japanese Kannada Kazakh Khmer Korean Kurdish (Kurmanji) Lao Latvian Lithuanian Malagasy Malay Malayalam Maltese Maori Marathi Myanmar (Burmese) Nepali Norwegian Pashto Persian Polish Portuguese Punjabi Romanian Russian Samoan Simplified Chinese Slovak Slovenian Spanish Swedish Tamil Telugu Thai Traditional Chinese Turkish Ukrainian Urdu Vietnamese Welsh   Always translate English to Simplified Chinese Never translate English Never translate admin.mdpi.com
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Multi-Objective Optimization and Evolutionary Computing with Applications
edited by
submission deadline 10 Jul 2025 | 1 articles | Viewed by 970 | Submission Open
Keywords: multi-objective optimization; Bayesian optimization; evolutionary algorithms; evolution strategies; black-box optimization; performance measures/indicators; benchmarking; metaheuristics; mathematical optimization; machine learning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Nonlinear Control Theory Applied to Dynamic Systems submission deadline 10 Jul 2025 | 1 articles | Viewed by 862 | Submission Open
Keywords: nonlinear control; robust control; parametric uncertainties; sliding mode control; adaptive control; machine learning; stability analysis; mathematical modeling; dynamical systems; numerical simulation; real-time simulation
(This special issue belongs to the Section E: Applied Mathematics)
Data Analysis for Social Networks and Information Systems
edited by
submission deadline 10 Jul 2025 | 1 articles | Viewed by 759 | Submission Open
Keywords: social network analysis; information systems; mathematical computing; algorithm design; graph theory; machine learning; community detection; network evolution; network dynamics; influence propagation; big data analytics; statistical methods
(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 10 Jul 2025 | Viewed by 721 | Submission Open
Keywords: neural networks; optimizer; regularization; distributed learning; reinforcement learning
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Applications in Electrical Engineering, 2nd Edition
edited by
submission deadline 10 Jul 2025 | 1 articles | Viewed by 610 | Submission Open
Keywords: mathematics and computational techniques within electrical engineering; circuit theory; materials simulation; electromagnetic material characterization; finite element modeling
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Optimization Algorithms, Distributed Computing and Intelligence
edited by Qi Meng
submission deadline 10 Jul 2025 | 1 articles | Viewed by 608 | Submission Open
Keywords: non-convex optimization; optimization algorithms in deep learning; implicit bias; large-scale optimization; stochastic methods in optimization
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Dynamic Flow Models, 2nd Edition submission deadline 10 Jul 2025 | 1 articles | Viewed by 533 | Submission Open
Keywords: mathematical models; newtonian fluids and non-newtonian fluids; unsteady and steady flows; dynamic flow applications; geodynamic models; numerical simulations
(This special issue belongs to the Section C2: Dynamical Systems)
Advanced Research on Information System Security and Privacy, 2nd Edition
edited by Zhaoquan Gu and
submission deadline 10 Jul 2025 | 1 articles | Viewed by 485 | Submission Open
Keywords: information systems security; privacy-preserving technologies for information systems; secure communication for information systems; cryptography and security; situational awareness analysis of information systems; threat detection and access control; digital forensics; artificial intelligence security for information systems; adversarial attacks and defenses in deep-learning-based information systems; adversarial explainable AI; security evaluation of information systems
(This special issue belongs to the Section E: Applied Mathematics)
Fluid Mechanics, Numerical Analysis, and Dynamical Systems submission deadline 10 Jul 2025 | Viewed by 310 | Submission Open
Keywords: fluid mechanics; numerical method; dynamic system; novel flow models; fluid– structure interaction; multiphase flows
(This special issue belongs to the Section E: Applied Mathematics)
Theory and Applications of Differential Equations and Dynamical Systems
edited by Bingwen Liu
submission deadline 10 Jul 2025 | Viewed by 181 | Submission Open
Keywords: differential equations; dynamical systems theory; ordinary differential equations; functional differential equations; reaction– diffusion equations; stochastic differential equations; fractional differential equations
(This special issue belongs to the Section C1: Difference and Differential Equations)
Mathematical and Computational Models in Epidemic and Biological Systems
edited by Lubna Pinky
submission deadline 10 Jul 2025 | Viewed by 159 | Submission Open
Keywords: mathematical modeling; hybrid modeling; control; artificial intelligence; machine learning; predictive models; co-evolution; multi-pathogen infection; co-epidemics; combination vaccines; co-morbidity; mutation; RSV; flu; SARS-CoV-2; human behavior; non-pharmaceutical interventions
(This special issue belongs to the Section E3: Mathematical Biology)
Advances in AI-Driven Molecular Design submission deadline 10 Jul 2025 | Viewed by 118 | Submission Open
Keywords: AlphaFold; artificial intelligence (AI); AI-based technologies in protein design and the prediction of molecular structures; new insights into molecular data; particularly regarding interactions between enzymes and RNA molecules; reliable estimation of uncertainties in molecular data and explanatory models
(This special issue belongs to the Section E3: Mathematical Biology)
Scalability, Sustainability and Security: Searching for New Blockchain Solutions
edited by and
submission deadline 15 Jul 2025 | 7 articles | Viewed by 12883 | Submission Open
Keywords: theories of blockchain and distributed ledger technology.; new blockchain architecture.  ; distributed consensus and fault tolerance mechanisms.  ; security; privacy; and trust of blockchains.  ; applications and services based on blockchains.  ; protocols and algorithms based on blockchains.  ; blockchains in the Internet of things (IoT).; blockchains in social networking.  ; blockchains in supply chain management.  ; blockchains in edge and cloud computing.  ; blockchains and artificial intelligence.  ; meta applications of blockchains.  ; DeFi; NFTs; and GameFi
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Mathematical Modeling and Numerical Solutions in Applied Mechanics and Engineering, 2nd Edition submission deadline 15 Jul 2025 | 4 articles | Viewed by 6815 | Submission Open
Keywords: mathematical modeling; numerical simulation; mechanics; engineering; finite element method; computer fluid dynamics; machine learning; reduced order modelling; inverse problems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Economics and Its Applications
edited by
submission deadline 15 Jul 2025 | 5 articles | Viewed by 6510 | Submission Open
Keywords: preference modeling; semiorder and interval order; individual choice theory; social choice theory; bounded rationality; decision theory; mathematical utility theory
Evolutionary Multi-Criteria Optimization: Methods and Applications
edited by and
submission deadline 20 Jul 2025 | 9 articles | Viewed by 17965 | Submission Open
Keywords: Multi/many-objective optimization; Evolutionary computation; Preference modeling; Combinatorial optimization; Metaheuristics; Fuzzy decision making; Data-driven optimization
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advanced Machine Vision with Mathematics
edited by
submission deadline 20 Jul 2025 | 8 articles | Viewed by 12251 | Submission Open
Keywords: image classification; object recognition and detection; image segmentation; feature extraction; image registration; object tracking; 3D vision; generative models; biometrics; deep learning for machine vision; visual slam; medical imaging
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computer Vision, Image Processing Technologies and Artificial Intelligence, 2nd Edition
edited by Hongang Qi, , and Lijuan Duan
submission deadline 20 Jul 2025 | 5 articles | Viewed by 11186 | 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)
Optimization Models and Algorithms in Data Science
edited by and
submission deadline 20 Jul 2025 | 8 articles | Viewed by 10489 | Submission Open
Keywords: tensor decomposition; low-rank models; multi-view clustering; sparse coding; tensor completion; tensor robust principal component analysis; machine learning; data science; signal processing; image processing; high-dimensional data
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Business Analytics and Decision-Making: Models, Algorithms and Applications
edited by Liping Liu
submission deadline 20 Jul 2025 | 4 articles | Viewed by 8027 | 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)
Artificial Intelligence and Game Theory
edited by and
submission deadline 20 Jul 2025 | 7 articles | Viewed by 7373 | Submission Open
Keywords: game theory; artificial intelligence; power system; sustainable and renewable energy; engineering optimization decision
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Intelligent Optimization and Control Modeling in Power and Energy System
edited by Yuan Cao, Chunsheng Wang and Liqing Liao
submission deadline 20 Jul 2025 | 5 articles | Viewed by 5869 | Submission Open
Keywords: power and energy system; battery System; intelligent optimization; control algorithm; data-driven modeling; modeling and simulation technologies
(This special issue belongs to the Section E: Applied Mathematics)
Knowledge- and Learning-Driven Meta-Heuristics for Addressing Complex Optimization and Scheduling Problems
edited by Yaping Fu, , and Ponnuthurai Nagaratnam Suganthan
submission deadline 20 Jul 2025 | 5 articles | Viewed by 4676 | Submission Open
Keywords: swarm intelligence; evolutionary algorithms; multi-objective and multi-task optimization; meta-heuristic algorithms; dynamic optimization; machine learning; production scheduling; energy-efficiency scheduling; heath care center scheduling and routing optimization; traffic signal control; optimization; and scheduling; vehicle routing problems; port planning and scheduling; unmanned vehicles/unmanned surface vessels task assignment and routing planning; project; grid/cloud; and smart city/building scheduling; sustainability and green scheduling; emerging real-world combinatorial optimization
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Trustworthy and Robust Artificial Intelligence
edited by Chen Zhao and Minglai Shao
submission deadline 20 Jul 2025 | 3 articles | Viewed by 3847 | Submission Open
Keywords: trustworthy AI; robust machine learning; explainable AI (XAI); distribution shift; out-of-distribution detection; uncertainty quantification
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Numerical Analysis and Scientific Computing for Applied Mathematics
edited by Miodrag Spalević
submission deadline 20 Jul 2025 | 5 articles | Viewed by 2843 | Submission Open
Keywords: numerical analysis; scientific computing; optimization; interpolation; approximation; orthogonal polynomials; rational approximation; splines; error bound; error estimation; numerical differentiation; quadrature rules; cubature rules; convergence analysis; numerical methods for ordinary differential equations; numerical methods for partial differential equations; numerical solving of integral equations
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Control Systems and Engineering Cybernetics submission deadline 20 Jul 2025 | 2 articles | Viewed by 2260 | Submission Open
Keywords: autonomous vehicles; mobile robots; control systems and optimization; obstacle avoidance; learning and adaptive control; artificial intelligence; multi-agent systems
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Learning Algorithms and Neural Networks
edited by Chungling Tu
submission deadline 20 Jul 2025 | 2 articles | Viewed by 1498 | Submission Open
Keywords: neural networks; learning algorithms; deep learning; optimization algorithms; supervised/unsupervised learning; AI applications; cybersecurity; networking technologies; data mining; IoT; robotics and automation; feature engineering
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Statistics and Nonparametric Inference submission deadline 20 Jul 2025 | 1 articles | Viewed by 1394 | Submission Open
Keywords: nonparametric estimation; mathematical statistics; change-point detection; high-dimensional data; kernel methods; semiparametric models; density estimation; Bayesian nonparametrics; hypothesis testing; computational statistics; stochastic process; Bayesian probability; Bernoulli; Binomial distribution; Central limit; Chung– Erdős inequality; Circular Law; Branching Process; Conditional probability; convergence for sparse; Convergence in probability; Convergence of Probability; Convergence to the limit; Covariance matrix; Cumulative distribution function; diffusion process; uniform distribution; Distribution of Sum; limit of distribution; limit theorem; limits of random variables; Lindeberg's condition; Littlewood's law; markov process; Markovian process; Markov's inequality; Maximum likelihood; negative binomial distribution; nonparametric statistical; Pairwise independence; Paley– Zygmund inequality; Poisson distribution; Poisson limit distribution; Poisson process; Probability axioms; probability distribution; probability theory; Queueing theory; random matrices; random process; random variable; random walk
(This special issue belongs to the Section D1: Probability and Statistics)
Computational Approaches in Computer Science: Methods, Algorithms, and Applications
edited by
submission deadline 20 Jul 2025 | 1 articles | Viewed by 1068 | 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)
Machine Learning and Mathematical Methods in Computer Vision
edited by Long Lan
submission deadline 20 Jul 2025 | 2 articles | Viewed by 755 | Submission Open
Keywords: mathematical methods; machine learning; computer vision; image processing; object detection; multiple object tracking; image segmentation
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Analysis: Theory, Methods and Applications
edited by Eric Stachura and Timothy E. Faver
submission deadline 20 Jul 2025 | 1 articles | Viewed by 690 | Submission Open
Keywords: analysis; partial differential equations; functional analysis; calculus of variations; applied mathematics
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Mathematical Programming and Applications in Operations Research
edited by Sung Won Cho
submission deadline 20 Jul 2025 | 1 articles | Viewed by 656 | Submission Open
Keywords: operations research; mathematical programming; computational optimization; data-driven optimization; multi-objective optimization; computational algorithms; supply chain management; machine learning; heuristic methods
(This special issue belongs to the Section E: Applied Mathematics)
New Advances in Neural Networks and Applications
edited by , Ameer Tamoor Khan and
submission deadline 20 Jul 2025 | Viewed by 297 | Submission Open
Keywords: neural networks; financial analytics; dynamic neural networks; bio-inspired optimization; artificial intelligence; autonomous systems; intelligent control; deep learning
(This special issue belongs to the Section E: Applied Mathematics)
Chaos Computing at AI Age
edited by , , Shijian Cang and
submission deadline 20 Jul 2025 | Viewed by 254 | Submission Open
Keywords: machine learning and chaos; chaos and swarm intelligence; chaos in recurrent neural networks; chaos-based optimization algorithms; AI-based techniques in chaotic dynamics prediction; machine learning in chaos-based encryption algorithms; security enhancement for chaos- and AI-based encryption algorithms
(This special issue belongs to the Section E4: Mathematical Physics)
Computational Mathematics in Data Science and Business Intelligence
edited by Liang Xun and Wei Wang
submission deadline 20 Jul 2025 | Viewed by 225 | Submission Open
Keywords: data science; business intelligence; mathematical method; data-driven; decision-making
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modelling and Control Theory for Aerospace Vehicles
edited by
submission deadline 20 Jul 2025 | Viewed by 197 | Submission Open
Keywords: trajectory optimization; active flow control; online planning and intelligent planning; intermediate guidance; pursuit and escape guidance; nonlinear control and robust control; complex dynamics models
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Complexity in 6G: Measures, Advanced Models and Mathematical Algorithms to Face New Challenges in the New Communication Paradigm Development submission deadline 21 Jul 2025 | 9 articles | Viewed by 15729 | Submission Open
Keywords: complex systems and networks; multilayer networks; multiplex networks; temporal networks; motifs; 6G communication networks; mobile communication networks; computational methods; mathematical physics; nonlinear problems; dynamical systems; social networks; evolutionary game theory
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Machine Learning Theory and Applications
edited by Federica Mandreoli and Veronica Guidetti
submission deadline 21 Jul 2025 | 4 articles | Viewed by 7635 | Submission Open
Keywords: theoretical advances in machine learning algorithms; deep-learning theory; new approaches to deep learning: architectures; optimizers; and training pipelines; statistical learning theory and its implications; explainable artificial intelligence and interpretability in machine learning; machine learning for natural language processing and understanding; reinforcement learning and its applications; continual learning methods and model recalibration; learning by transfer and domain adaptation; scalable and efficient machine learning algorithms; machine learning applications in healthcare; finance; robotics; and other fields; robustness and fairness in machine learning
(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 21 Jul 2025 | 2 articles | Viewed by 2930 | 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)
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