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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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Deep Learning Algorithms for Computer Vision and Image Processing
edited by
submission deadline 30 Apr 2027 | 2 articles | Viewed by 1970 | Submission Open
Keywords: deep learning; transfer learning; self-supervised learning; medical image analysis; 3D image processing; convolutional neural networks; transformer; multimodal large language models
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematics and Machine Learning for Intelligent Perception, Decision-Making, and Control
edited by Changdong Yu, and
submission deadline 30 Apr 2027 | 4 articles | Viewed by 1966 | Submission Open
Keywords: mathematical modeling; deep learning; reinforcement learning; intelligent perception; computer vision; decision-making; control systems; optimization; multi-agent systems; autonomous systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Operations Research, Logistics, and Supply Chain Analysis
edited by and
submission deadline 30 Apr 2027 | 3 articles | Viewed by 1843 | Submission Open
Keywords: demand forecasting; production planning; supply chain optimization; operations management; inventory control; distribution network design; decision making; game theory; stochastic optimization; robust optimization; data-driven approach; machine learning; optimization algorithm; application research
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Data-Driven Artificial Intelligence and Optimization for Real-World Applications
edited by
submission deadline 30 Apr 2027 | 1 articles | Viewed by 1713 | Submission Open
Keywords: data-driven artificial intelligence; predictive control; anomaly detection; optimization strategies; graph neural networks (GNNs); multimodal sensor fusion; moving horizon estimation; self-organizing maps (SOMs); attention mechanisms; spatiotemporal modeling
New Advances of Optimization and Data Envelopment Analysis
edited by Nuria Ramón
submission deadline 30 Apr 2027 | 2 articles | Viewed by 1568 | Submission Open
Keywords: data envelopment analysis; target setting; benchmarking; closest targets; improvement plans
(This special issue belongs to the Section D: Statistics and Operational Research)
Bifurcation Theory and Qualitative Analysis of Dynamical Systems
edited by
submission deadline 30 Apr 2027 | 2 articles | Viewed by 1565 | Submission Open
Keywords: local and global bifurcation; Hilbert’s 16th problem; qualitative analysis; applications to physics (theorical mechanics, celestial mechanics, and fluid mechanics) and artificial intelligence; ecosystems and biomathematics
(This special issue belongs to the Section C2: Dynamical Systems)
Advanced Algorithms in Multimodal Affective Computing
edited by
submission deadline 30 Apr 2027 | 2 articles | Viewed by 1512 | Submission Open
Keywords: emotion recognition; multimodal learning; affective computing; deep learning for affect analysis; sentiment analysis across modalities; machine learning in human–computer interaction; emotion understanding systems; data fusion in affective computing; real-time emotion inference; ethical ai in emotional intelligence
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Artificial and Computational Intelligence Innovations in Symbolic and Soft Computing for Theoretical and Applied Science submission deadline 30 Apr 2027 | 2 articles | Viewed by 1475 | Submission Open
Keywords: symbolic and soft computations; computational intelligence; uncertain data; mathematical methods; algorithms; mathematical modeling; inverse problems; numerical methods; optimization; large language models; generative AI
(This special issue belongs to the Section E: Applied Mathematics)
Current Topics in Optimization, Inequalities and Convex Function Theory, 2nd Edition
edited by Sorin Rǎdulescu and
submission deadline 30 Apr 2027 | 3 articles | Viewed by 1405 | Submission Open
Keywords: convex functions; biconvex functions; generalized convexity; subharmonic functions; absolute monotone functions; majorization theory; schur convex functions; jensen inequality; hermite–hadamard inequality; weighted inequalities; control theory; mathematical programming; differential inequalities; variational inequalities; equilibrium problems
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Modeling for Dynamics, Simulation and Control of Robotic and Industrial Systems submission deadline 30 Apr 2027 | 1 articles | Viewed by 1394 | Submission Open
Keywords: robotics; nonlinear dynamics; adaptive control; optimal control; distributed control; artificial intelligence; machine learning; design of physical systems; mechanical and electrical interactions of system components; mathematical modeling; dynamic behavior; system response analysis; numerical simulation; pattern recognition; computer vision
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Methods for Drug Discovery and Biological Big Data Analysis
edited by Chunchun Wang
submission deadline 30 Apr 2027 | 2 articles | Viewed by 1299 | Submission Open
Keywords: drug target prediction; drug response prediction; drug combination prediction; drug repurposing research; disease biomarker discovery; non-coding RNA research; applications of artificial intelligence; applications of mathematical algorithms
(This special issue belongs to the Section E3: Mathematical Biology)
Advances in Machine Learning and Mathematical Modelling for Data-Driven Discovery
edited by
submission deadline 30 Apr 2027 | 1 articles | Viewed by 1290 | Submission Open
Keywords: machine learning; mathematical modelling; predictive modelling; explainable artificial intelligence (XAI); uncertainty quantification; data visualization; interpretability; health, social media, engineering and biological data; data-driven discovery; deep-learning; large language models
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Image Processing and Analysis
edited by Xiaofei Yang
submission deadline 30 Apr 2027 | 5 articles | Viewed by 1174 | Submission Open
Keywords: image processing; image analysis; computer vision; deep learning; multimodal image fusion; image restoration; object detection; semantic segmentation; remote sensing; explainable AI
(This special issue belongs to the Section E: Applied Mathematics)
Mathematics-Driven Computer Vision and Multi-Modal Learning
edited by
submission deadline 30 Apr 2027 | 1 articles | Viewed by 1016 | Submission Open
Keywords: mathematics; computer vision; multi-modal learning; remote sensing; low-altitude scene analysis; mathematical modeling; data fusion; scene understanding; optimization theory; statistical learning
(This special issue belongs to the Section E: Applied Mathematics)
Evolutionary Algorithms in Artificial Intelligence
edited by Mir Md Jahangir Kabir
submission deadline 30 Apr 2027 | 1 articles | Viewed by 1005 | Submission Open
Keywords: evolutionary algorithms; artificial intelligence; optimization; genetic algorithms; differential evolution; swarm intelligence; reinforcement learning; machine learning; multi-objective optimization; intelligent systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Quantitative Methods in Digital Finance submission deadline 30 Apr 2027 | 1 articles | Viewed by 940 | Submission Open
Keywords: digital finance; fintech; quantitative methods; cryptocurrency modeling; blockchain technology; decentralized finance; machine learning; automated market makers; portfolio optimization
(This special issue belongs to the Section E5: Financial Mathematics)
Advanced Algorithms in Natural Language Processing and Information Extraction
edited by Tianyong Hao, Guangyou Zhou, Xinyu He and
submission deadline 30 Apr 2027 | 1 articles | Viewed by 916 | Submission Open
Keywords: natural language processing; information extraction; text mining and knowledge discovery; large language models; named entity recognition and relation extraction; knowledge graph construction and reasoning; explainable AI; AI-driven scientific research
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Mathematical Models for Renewable Resources and Population Dynamics
edited by
submission deadline 30 Apr 2027 | 1 articles | Viewed by 880 | Submission Open
Keywords: mathematical modeling; sustainable development; renewable resources; fisheries management; population dynamics; epidemic modeling; control theory; optimization; numerical methods; applied mathematics
(This special issue belongs to the Section E: Applied Mathematics)
Optimization, Modeling and Data Analytic Approaches in Network Coding submission deadline 30 Apr 2027 | Viewed by 791 | Submission Open
Keywords: network coding; network communication; network computation and optimization; distributed storage information theory and numerical analysis; machine learning algorithms modeling in network coding; the application of network coding for smart city development; the enhancement of data transmission efficiency via models
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Research in Image Processing and Optimization Methods, 2nd Edition submission deadline 30 Apr 2027 | 1 articles | Viewed by 734 | Submission Open
Keywords: digital image processing; optimization methods; mathematical modelling; pattern recognition; machine and deep learning
(This special issue belongs to the Section E: Applied Mathematics)
Computational Approaches to Control Systems: Methods and Applications
edited by Yuan Zhang and
submission deadline 30 Apr 2027 | 1 articles | Viewed by 732 | Submission Open
Keywords: computational methods; control systems; optimization algorithms; data-driven control; machine learning (ML); model predictive control (MPC); distributed optimization; graph theory; reinforcement learning; system complexity
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Programming, Optimization and Applications
edited by
submission deadline 30 Apr 2027 | 1 articles | Viewed by 657 | Submission Open
Keywords: mathematical programming; optimization algorithms; large-scale optimization; stochastic programming; robust optimization; integer programming; multi-objective optimization; operations research; machine learning optimization; applied optimization
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
New Advances in Control Theory and Applications
edited by Zetao Li, and Aiping Pang
submission deadline 30 Apr 2027 | Viewed by 530 | Submission Open
Keywords: control theory; system modelling and estimation; robust control; adaptive control; intelligent systems; nonlinear control; networked control
(This special issue belongs to the Section C2: Dynamical Systems)
Image Processing and Computer Vision
edited by and Henghui Ding
submission deadline 30 Apr 2027 | Viewed by 525 | Submission Open
Keywords: computer vision; image processing; low-level vision; high-level vision; representation learning; multimodal large language models (MLLMs); 3D vision; lightweight deep learning
(This special issue belongs to the Section E: Applied Mathematics)
Time Series Analysis and Data Analytics: Methods and Applications
edited by
submission deadline 30 Apr 2027 | 1 articles | Viewed by 518 | Submission Open
Keywords: time series analysis; data analytics; machine learning; data-driven methods
(This special issue belongs to the Section E: Applied Mathematics)
Distributed Control and Mathematical Modeling with Applications
edited by and Yichen Li
submission deadline 30 Apr 2027 | Viewed by 431 | Submission Open
Keywords: distributed control; distributed optimization; cyber-physical systems (CPS); mathematical modeling; distributed observers; distributed filters; large-scale systems; interconnected systems
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical and Deep Learning-Based Approaches for Advanced Cybersecurity
edited by Akanksha Saini and Abebe Diro
submission deadline 30 Apr 2027 | Viewed by 385 | Submission Open
Keywords: deep learning; intrusion detection; cyber security; neural networks; anomaly detection; network monitoring; malware; artificial intelligence; threat detection; data analysis; deployment; implementation; real-world impact; interdisciplinary
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Statistics and Nonparametric Inference, 2nd Edition submission deadline 30 Apr 2027 | 1 articles | Viewed by 322 | 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
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical and Computational Models in Nonlinear Dynamics
edited by Zhifang Liu and Shiqiang Li
submission deadline 30 Apr 2027 | Viewed by 306 | Submission Open
Keywords: nonlinear dynamics; mathematical model; computational model; chaos and bifurcation; attractor; nonlinear equations; dynamical systems; phase space; stability analysis; numerical simulation; fractal structure; time series analysis; self-organized criticality; nonlinear vibration; complex systems; homoclinic bifurcation; Lyapunov exponent; iterated maps; computational dynamics; dynamic behavior; multiscale analysis
(This special issue belongs to the Section C: Mathematical Analysis)
Advances in Image Processing and Machine Learning
edited by Qiyu Jin and
submission deadline 30 Apr 2027 | Viewed by 252 | Submission Open
Keywords: image processing; machine learning; computer vision; deep learning; image reconstruction; artificial intelligence
(This special issue belongs to the Section E: Applied Mathematics)
Recent Advances in Fixed Point Theory and Optimization Methods: Algorithms, Convergence Analysis, and Applications
edited by , Seithuti Philemon Moshokoa and Prasit Cholamjiak
submission deadline 30 Apr 2027 | Viewed by 195 | Submission Open
Keywords: generalized contraction mappings and nonlinear operator theory; fixed point iterative algorithms and splitting methods; optimization and variational inequality problems; monotone operator theory and nonlinear equations; convergence analysis and stability of iterative schemes; numerical methods for differential and integral equations
(This special issue belongs to the Section C: Mathematical Analysis)
Recurrence Sequences and Algebraic Structures
edited by Anthony Shannon, and
submission deadline 30 Apr 2027 | Viewed by 194 | Submission Open
Keywords: linear and non-linear recurrence relations; Fibonacci-like and Lucas-like sequences in groups and ring frameworks; matrix algebra involving recurrence sequences (e.g., circulant, r-circulant, and Bezout matrices); hyperbolic and generalized quaternions, octonions, and hybrid numbers; cryptographic applications, error-correcting codes, and discrete mathematical structures derived from recurrence sequences
(This special issue belongs to the Section A: Algebra and Logic)
Advances in Differential Geometry and Curves
edited by
submission deadline 30 Apr 2027 | Viewed by 187 | Submission Open
Keywords: differential geometry of curves and surfaces; ruled surfaces and line geometry; Lorentz–Minkowski geometry; quaternionic and dual quaternionic curves; kinematics and rigid body motions; Bézier curves and surfaces
(This special issue belongs to the Section B: Geometry and Topology)
Multi-Objective Optimization: Methods and Applications
edited by
submission deadline 30 Apr 2027 | Viewed by 181 | Submission Open
Keywords: multi-objective optimization; many-objective optimization; Pareto optimization; Pareto front approximation; metaheuristics; evolutionary algorithms; multi-objective evolutionary algorithms (MOEAs); swarm intelligence; multi-criteria decision analysis (MCDA); real-life optimization problems; engineering optimization; energy systems optimization; logistics and transportation optimization; healthcare optimization; data science applications
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Mathematical Modeling and Optimal Control of Infectious Diseases
edited by Artur M.C. Brito da Cruz and
submission deadline 30 Apr 2027 | Viewed by 178 | Submission Open
Keywords: mathematical modeling; infectious disease modeling; epidemic and disease dynamics; stochastic modeling; optimal control; data-driven methods; computational epidemiology; interdisciplinary applications
(This special issue belongs to the Section E: Applied Mathematics)
Heuristic Optimization and Machine Learning, 2nd Edition submission deadline 30 Apr 2027 | Viewed by 177 | Submission Open
Keywords: heuristic optimization; metaheuristics; machine learning; deep learning; reinforcement learning; neuro-evolution; learnheuristics; evolutionary algorithms; global optimization; combinatorial optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Summability and Convergence Methods, 2nd Edition
edited by María C. Listán-García and Francisco Javier Pérez Fernández
submission deadline 30 Apr 2027 | Viewed by 158 | Submission Open
Keywords: series; asymptotically statistical equivalence; difference sequences; statistical convergence; multiplier convergent series; matrix methods; modulus function; statistical convergence in probability; Cesàro summability; lacunary convergence; f-statistical convergence
(This special issue belongs to the Section C1: Difference and Differential Equations)
Application of Numerical Analysis and Mathematical Modeling in Engineering submission deadline 30 Apr 2027 | Viewed by 149 | Submission Open
Keywords: numerical analysis; mathematical modeling; engineering applications; computational fluid dynamics (CFD); scientific computing
(This special issue belongs to the Section E: Applied Mathematics)
Complex Systems Modeling and Risk Management in Mathematical Finance
edited by
submission deadline 30 Apr 2027 | Viewed by 136 | Submission Open
Keywords: complex systems; intelligent control; systemic risk governance; early warning signals; cascading risk propagation; sustainable economic development; nonlinear dynamics; complex network analysis; data-driven modeling; economic security
(This special issue belongs to the Section E5: Financial Mathematics)
Intelligent Computing: Models, Algorithms, and Applications
edited by , , Yu Xin and Qianlong Dang
submission deadline 30 Apr 2027 | Viewed by 135 | Submission Open
Keywords: intelligent computing; machine learning algorithms; optimization algorithms; intelligent applications
(This special issue belongs to the Section E: Applied Mathematics)
Applications of Mathematics and Artificial Intelligence in Environmental Science and Healthcare submission deadline 30 Apr 2027 | Viewed by 133 | Submission Open
Keywords: machine learning; mathematical models; environmental science; biomedical science
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advanced Numerical Methods and Analysis for Computational Fluid Dynamics submission deadline 30 Apr 2027 | Viewed by 130 | Submission Open
Keywords: computational fluid dynamics; numerical analysis; high-order numerical methods; conservative numerical schemes; multiphase and particle-laden flows; turbulence modeling; sediment transport; pipeline systems; hydraulic machinery; verification and uncertainty quantification; reduced-order and data-driven modeling
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Fuzzy Systems and Soft Computing: Theories and Applications
edited by
submission deadline 30 Apr 2027 | Viewed by 124 | Submission Open
Keywords: fuzzy systems and theoretical foundations; fuzzy set theory and extensions; intuitionistic fuzzy sets; rough sets and uncertainty modeling; fuzzy measures and integrals; approximate reasoning and inference mechanisms soft computing methodologies; neural networks and deep learning; neuro-fuzzy systems; evolutionary computing; probabilistic computing; hybrid intelligent systems; explainable artificial intelligence (XAI) data analytics and intelligent computing; machine learning under uncertainty; knowledge discovery and data mining; pattern recognition; intelligent recommendation systems; big data analytics decision-making and optimization; multi-criteria decision-making (MCDM); group decision-making; intelligent optimization algorithms; decision support systems; risk assessment and management; fuzzy optimization techniques fuzzy system and soft computing for generative AI; fuzzy prompt engineering; fuzzy knowledge graphs; fuzzy retrieval-augmented generation (RAG); uncertainty-aware LLMs; fuzzy hallucination detection; fuzzy–LLM hybrid systems; explainable generative AI emerging applications; smart cities; intelligent transportation systems; traffic flow forecasting; healthcare informatics; Industry 4.0 and Industry 5.0; internet of things (IoT); cyber-physical systems; smart governance and e-government; financial engineering and forecasting; energy management and sustainability
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Applications of Differential Equations in Sciences, 2nd Edition submission deadline 30 Apr 2027 | Viewed by 116 | 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)
Rota–Baxter Algebras, Hopf Algebras and Their Representations
edited by and Huihui Zheng
submission deadline 30 Apr 2027 | Viewed by 115 | Submission Open
Keywords: Rota–Baxter operators and Rota–Baxter algebras; differential operators and differential algebras; Hopf algebras and post-Hopf algebras; skew braces and Hopf braces; Yang–Baxter equations; quantum groups; category; algebraic combinatorics; renormalization
(This special issue belongs to the Section A: Algebra and Logic)
Mathematical Economics and Its Applications, 2nd Edition
edited by and Angelo Petralia
submission deadline 30 Apr 2027 | Viewed by 110 | Submission Open
Keywords: preference modeling; semiorder and interval order; individual choice theory; social choice theory; bounded rationality; decision theory; mathematical utility theory
(This special issue belongs to the Section E: Applied Mathematics)
Recent Advances in Complex Dynamics in Non-Smooth Systems, 2nd Edition
edited by and
submission deadline 30 Apr 2027 | Viewed by 109 | Submission Open
Keywords: chaos; bifurcation; attractor; non-smooth dynamics
(This special issue belongs to the Section C2: Dynamical Systems)
Advances in Fuzzy Statistics and Uncertainty Analysis
edited by and Rédina Berkachy
submission deadline 30 Apr 2027 | Viewed by 102 | Submission Open
Keywords: fuzzy statistics; fuzzy data analysis; statistical inference under uncertainty; uncertainty quantification; fuzzy risk analysis
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Advances in Mathematical Modeling and Applications
edited by Anton Purnama and Easwaran Balakrishnan
submission deadline 30 Apr 2027 | Viewed by 102 | Submission Open
Keywords: analytical, numerical, and predictive modeling; differential equations; mathematical optimization; mathematical modeling and computational; modeling in applied sciences and engineering; scientific computing
Computational Methods for Actuarial Science and Statistical Modeling
edited by Rami Yosef
submission deadline 30 Apr 2027 | Viewed by 101 | Submission Open
Keywords: actuarial science; statistical modeling; computational methods; machine learning; insurance; risk management; Monte Carlo simulation; Bayesian inference; loss reserving; mortality and longevity modeling
(This special issue belongs to the Section E5: Financial Mathematics)
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