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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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Image Processing and Machine Learning with Applications
edited by Qingsen Yan, and Xu Jia
submission deadline 30 Jul 2026 | 7 articles | Viewed by 15656 | Submission Open
Keywords: machine learning algorithm; computer vision; image processing; artificial intelligence
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Machine Learning Techniques for Big Data Challenges
edited by Gang Wang, Jing Liu and Jingling Ma
submission deadline 30 Jul 2026 | 2 articles | Viewed by 4533 | Submission Open
Keywords: generative artificial intelligence (GAI); large language models (LLMs); graph neural networks; reinforcement learning; federated learning; self-supervised learning; transfer learning; ensemble learning; machine learning; big data
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Industrial Improvement with AI in Applied Mathematics
edited by
submission deadline 30 Jul 2026 | 2 articles | Viewed by 2716 | Submission Open
Keywords: Intelligent industry; Mathematical analysis; AI; cognitive hallucination; knowledge deficiency
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applications of Artificial Intelligence in Biomedical Image Processing submission deadline 31 Jul 2026 | 9 articles | Viewed by 22476 | Submission Open
Keywords: artificial intelligence; deep learning; machine learning; convolutional neural networks; computer-aided diagnosis; radiomics; segmentation; signal processing
(This special issue belongs to the Section E3: Mathematical Biology)
New Advances in Image Processing and Computer Vision submission deadline 31 Jul 2026 | 9 articles | Viewed by 18994 | Submission Open
Keywords: image analysis and understanding; image enhancement; image segmentation; motion estimation and analysis; biomedical image processing applications; steganography and image watermarking; 3D vision; pattern recognition; object detection; machine learning applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Machine Learning Applied to Financial Economics
edited by Saejoon Kim
submission deadline 31 Jul 2026 | 5 articles | Viewed by 17599 | Submission Open
Keywords: machine learning; deep learning; generative artificial intelligence; representation learning; asset pricing models and asset price dynamics; arbitrage pricing; option pricing; equilibrium-based pricing; high-frequency trading; optimal asset allocation and portfolios; factor models; latent factors; time series prediction; risk management; value at risk; volatility estimation; cross section of returns
(This special issue belongs to the Section E5: Financial Mathematics)
Modeling, Analysis and Optimization for Mathematical Finance, Economics and Risks, 2nd Edition
edited by , , Linlin Tian and Bing Liu
submission deadline 31 Jul 2026 | 10 articles | Viewed by 16006 | Submission Open
Keywords: risk assessment and management; optimization; green finance; data-driven financial modeling; financial risk management with machine learning
(This special issue belongs to the Section E5: Financial Mathematics)
Recent Advances in Post-Quantum Cryptography
edited by Chi Cheng, and Yanbin Pan
submission deadline 31 Jul 2026 | 3 articles | Viewed by 10999 | Submission Open
Keywords: post-quantum cryptography; quantum-resilient algorithms; NIST standards; cryptographic implementation; security and attack mitigation
(This special issue belongs to the Section E1: Mathematics and Computer Science)
AI, Machine Learning and Optimization
edited by and
submission deadline 31 Jul 2026 | 10 articles | Viewed by 10898 | Submission Open
Keywords: artificial intelligence; machine learning; deep learning; optimization algorithms; meta-heuristics; neural networks; reinforcement learning; evolutionary computation; Bayesian optimization; mathematical programming; combinatorial optimization; constraint satisfaction; federated learning; meta-heuristics; stochastic optimization; explainable AI; autonomous systems; cognitive computing; algorithm discovery; neural architecture search
(This special issue belongs to the Section E: Applied Mathematics)
Application of Mathematical Modeling and Simulation to Transportation submission deadline 31 Jul 2026 | 5 articles | Viewed by 9808 | Submission Open
Keywords: intelligent transportation systems (ITSs); mathematical modeling; optimization; sustainable transportation; traffic flow theory; transportation challenges; transportation infrastructure; transportation networks
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Numerical Analysis and Finite Element Method with Applications
edited by Junqi Zhang and Guoliang Zhang
submission deadline 31 Jul 2026 | 6 articles | Viewed by 9609 | Submission Open
Keywords: computational mechanics; novel discretization schemes; finite element method; multi-physics simulation; nonlinear analysis; multi-scale modeling; topological optimization; inverse problem; high-performance computing; data-driven modeling
(This special issue belongs to the Section E: Applied Mathematics)
Intelligent Financial Systems: Algorithms, Learning, and Decision Mechanisms
edited by , and Chongwu Xia
submission deadline 31 Jul 2026 | 4 articles | Viewed by 9555 | Submission Open
Keywords: AI and finance; financial time series; machine learning; deep learning; neural networks; large language models; retrieval-augmented generation; AI agents; graph learning; reinforcement learning; causal inference; forecasting; anomaly detection; portfolio optimization; risk management; algorithmic trading; sentiment analysis; text mining; data mining; natural language processing; explainability; DeFi; crypto; financial services; corporate finance; accounting; ESG; green finance; decision-making; optimization; financial accounting
(This special issue belongs to the Section E5: Financial Mathematics)
Advances in Multiple-Criteria Decision Making: New Trends and Applications
edited by and Marko Mihić
submission deadline 31 Jul 2026 | 5 articles | Viewed by 8144 | Submission Open
Keywords: advances in traditional MCDM methods; hybrid MCDM methods and models; developing new MCDM methods; introducing innovative extensions to the MCDM methods; applications of MCDM in industry and business; MCDM for policy and governance; MCDM in risk assessment and crisis management; sustainability and green MCDM applications; MCDM in emerging technologies
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Signal Processing and Machine Learning in Real-Life Processes submission deadline 31 Jul 2026 | 4 articles | Viewed by 7738 | Submission Open
Keywords: deep learning for image and video signal processing; general time-series analysis; signal processing in genomics; natural language processing for real-time communications; IoT sensor data analysis; machine learning in acoustic signal processing; fault diagnosis and predictive maintenance through signal analysis; biomedical signal processing; machine learning for enhancing wireless communication signals; real-time traffic signal analysis for smart cities
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematics for Artificial Intelligence and Big Data Analysis submission deadline 31 Jul 2026 | 2 articles | Viewed by 7322 | Submission Open
Keywords: data mining; artificial intelligence; big data analysis; machine learning; deep learning; probability and statistics; computational mathematics; compression; feature engineering; optimization
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modelling and Applied Statistics submission deadline 31 Jul 2026 | 6 articles | Viewed by 6666 | Submission Open
Keywords: mathematical modeling; applied statistics; interdisciplinary applications
(This special issue belongs to the Section D1: Probability and Statistics)
Data-Driven or AI-Driven Optimization Algorithms and Their Applications
edited by , , Lijun Zhu and Yongman Zhao
submission deadline 31 Jul 2026 | 4 articles | Viewed by 6661 | Submission Open
Keywords: planning and scheduling; supply chain management; construction heuristics; metaheuristics; approximation and randomized algorithms; mixed integer programming; algorithmic game theory; deep reinforcement learning; graph neural networks; simulation and digital twins; real-time and online optimization; explainable and interpretable optimization; optimization for sustainability; stochastic optimization; robust optimization; contextual optimization; distributed optimization; variational inequalities and numerical approximations; cross-disciplinary applications
Statistical Theory and Application, 2nd Edition
edited by
submission deadline 31 Jul 2026 | 7 articles | Viewed by 6537 | Submission Open
Keywords: regression analysis; nonparametric statistics; semiparametric statistics; multivariate analysis computational statistics; high-dimensional statistics; probability limit theorems
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematics Optimization Algorithms and Scheduling Optimization of Manufacturing Systems
edited by , Zhihai Zhang, Jian Chen and Chaobo Yan
submission deadline 31 Jul 2026 | 3 articles | Viewed by 6478 | Submission Open
Keywords: manufacturing system; scheduling; service-oriented manufacturing; intelligent manufacturing; sustainable manufacturing; optimization methods; optimization algorithms; logistics; data-driven; decision making; operations research; metaheuristics algorithms; industrial applications; mathematical programming; game theory; supply chain; multi-objective problems; evolutionary computation; computational intelligence; vehicle routing; smart city
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Nonlinear Dynamics and Chaos Theory, 2nd Edition
edited by , and
submission deadline 31 Jul 2026 | 4 articles | Viewed by 5117 | Submission Open
Keywords: stability; bifurcation; chaos; hidden and multi-scroll attractors; singularities
(This special issue belongs to the Section E: Applied Mathematics)
Advanced Optimization Methods and Applications, 3rd Edition submission deadline 31 Jul 2026 | 2 articles | Viewed by 4808 | Submission Open
Keywords: optimization algorithms; heuristics and metaheuristics; approximation algorithms; network optimization; location problems; fuzzy optimization; combinatorial optimization; inverse optimization problems; robust optimization; graph theory; optimal control; forecasting; machine learning; artificial intelligence; parallel programming; mathematical optimization; optimization applications
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Stochastic Differential Equations and Applications
edited by Yonggui Kao
submission deadline 31 Jul 2026 | 6 articles | Viewed by 4485 | Submission Open
Keywords: stochastic differential equations; stochastic system control; variable structure control theory; complex theory; complex network theory; distributed parameter system theory
(This special issue belongs to the Section C1: Difference and Differential Equations)
Machine Learning and Data Mining for Time Series and Model Adaptation
edited by
submission deadline 31 Jul 2026 | 1 articles | Viewed by 4328 | Submission Open
Keywords: machine learning; data mining; time series; model adaptation; forecasting; anomaly detection; real-time adaptation; test time adaptation; distribution shift; continual learning; online learning; federated learning
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Algebraic Structures: Representation Theory and Lie Groups
edited by Guy Biyogmam
submission deadline 31 Jul 2026 | 3 articles | Viewed by 4123 | Submission Open
Keywords: algebraic structures; algebraic groups; lie groups; lie algebras; representation theory; root systems; coxeter groups; characteristic classes; flag varieties; quantum groups; holonomy; variational methods
New Advances in Mathematical Applications for Reliability Analysis
edited by and
submission deadline 31 Jul 2026 | 3 articles | Viewed by 4056 | Submission Open
Keywords: reliability analysis; probabilistic modeling; statistical inference; markov models; stochastic models and methods; machine learning in reliability; optimization techniques; system failure prediction; risk assessment; fault detection and diagnostics; survival analysis; bayesian methods; structural reliability; reliability modeling; failure data analysis; maintenance modeling
(This special issue belongs to the Section D1: Probability and Statistics)
Advance in Neural Networks and Visual Learning submission deadline 31 Jul 2026 | 2 articles | Viewed by 3511 | Submission Open
Keywords: artificial intelligence; computer vision; image processing; pattern recognition; machine learning; deep learning; artificial neural networks; natural language processing; robotics
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Mathematical Cryptography and Information Security with Applications
edited by
submission deadline 31 Jul 2026 | 3 articles | Viewed by 3462 | Submission Open
Keywords: mathematical cryptography; information security and public-key cryptosystems; post-quantum cryptography and secure communication; cryptographic protocols and data privacy; blockchain security and cybersecurity applications; applied cryptography
(This special issue belongs to the Section E: Applied Mathematics)
Multi-Objective Optimizations and Their Applications
edited by , Jie Tian and
submission deadline 31 Jul 2026 | 2 articles | Viewed by 3408 | Submission Open
Keywords: multi-objective optimization; surrogate-assisted; multi-objective; data-driven optimization
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Mathematical Modeling and Control for Engineering Applications
edited by and
submission deadline 31 Jul 2026 | 3 articles | Viewed by 3146 | Submission Open
Keywords: control theory; optimal control; controllability; differential equations; feedback; optimization; calculus of variations; nonlinear dynamics; fluid mechanics; internal combustion engines; data-driven modeling
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Methods and N-Body Problem in Celestial Mechanics
edited by Juan Francisco Navarro
submission deadline 31 Jul 2026 | 2 articles | Viewed by 2770 | Submission Open
Keywords: N-body ring problem; N-body problem; three-body problem; hill problem; stability; periodic orbits; coorbital satellites; planetary rings; AI; numerical methods for the N-body problem; hybrid methods; neural networks
(This special issue belongs to the Section E4: Mathematical Physics)
Dynamics of Predator-Prey and Infectious Disease Models
edited by Huidong Cheng and Wei Wang
submission deadline 31 Jul 2026 | 1 articles | Viewed by 2409 | Submission Open
Keywords: predator-prey; infectious disease; differential equations; spatial-temporal dynamics; stability analysis
(This special issue belongs to the Section E3: Mathematical Biology)
New Advances in Computational Statistics and Extreme Value Theory submission deadline 31 Jul 2026 | 3 articles | Viewed by 2335 | Submission Open
Keywords: computational statistics; extreme value theory; copula models; order statistics; bayesian methods; machine learning for extremes; risk assessment; hydrology and climate applications
(This special issue belongs to the Section D1: Probability and Statistics)
Numerical Analysis of Differential Equations with Applications
edited by
submission deadline 31 Jul 2026 | 2 articles | Viewed by 2251 | Submission Open
Keywords: mathematical models for ordinary differential equations; mathematical methods for partial differential equations; numerical methods for ordinary differential equations; numerical methods for partial differential equations; existence analysis for differential equations; convergence analysis for differential equations; computational experiments for differential equations
(This special issue belongs to the Section E: Applied Mathematics)
Computational Algorithms and Models for Graph Problems
edited by Shaikh M. Arifuzzaman
submission deadline 31 Jul 2026 | 1 articles | Viewed by 2068 | Submission Open
Keywords: graph algorithm; graph mining; graph neural networks; machine learning and deep learning; high-performance computing; data management and big data
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Modeling and Control in Vibrational and Structural Dynamics submission deadline 31 Jul 2026 | 3 articles | Viewed by 2067 | Submission Open
Keywords: modeling and control in vibrational and structural dynamics; active sound and vibration control; classical/numerical methods for studying dynamic systems; soil–structure, structural–acoustic, and fluid–structural interactions; stability and bifurcation analyses; linear/nonlinear beams, arches, cables, plates, and shells; active and passive control; sensor and actuator; experimental studies and measurement techniques; vibration isolation; optimization for a structural problem; harmonic balance method, perturbation method, method of multiple scales; nonlinear oscillator
(This special issue belongs to the Section E4: Mathematical Physics)
Computational Intelligence for Multimodal Data Modeling and Perception
edited by and Kangjian He
submission deadline 31 Jul 2026 | 2 articles | Viewed by 1987 | Submission Open
Keywords: computer vision; embodied perception; multimodal data fusion; multimodal alignment; multimodal learning; multimodal data modeling; cross-modal learning; computational intelligence
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Dynamic Modeling, Calculation and Control of Complex Nonlinear Systems
edited by Yi Ji
submission deadline 31 Jul 2026 | 2 articles | Viewed by 1888 | Submission Open
Keywords: dynamic and control of multibody systems; autonomous assembly of space structure; path-planning technology for spacecraft; management and control technology of giant constellations; missile interception penetration technology
(This special issue belongs to the Section C2: Dynamical Systems)
Fuzzy Sets and Fuzzy Systems, 2nd Edition submission deadline 31 Jul 2026 | 1 articles | Viewed by 1866 | Submission Open
Keywords: fuzzy set; optimization; computational economics; soft computing; fuzzy expert systems; ANN; RSM
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Data-Driven Methods and Artificial Intelligence in Reliability and Maintenance, 3rd Edition
edited by and
submission deadline 31 Jul 2026 | 1 articles | Viewed by 1846 | Submission Open
Keywords: artificial intelligence; reliability; maintenance
(This special issue belongs to the Section D: Statistics and Operational Research)
Operations and Supply Chain Management with the Application of Mathematical Models, 2nd Edition
edited by
submission deadline 31 Jul 2026 | 2 articles | Viewed by 1646 | Submission Open
Keywords: green operations and supply chain management; dual-channel supply chain management; supply chain financing; supply chain coordination; decision support for production planning and scheduling; simulation optimization approaches in OSCM; data-driven approaches in OSCM; logistics system in OSCM; supplier management and outsourcing in OSCM; supply chain risk management; healthcare supply chain management; mathematical approaches for product safety in OSCM; robust and resilient supply chains; transshipment problems in OSCM
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Analysis and Applications of Numerical Methods for Wave-Propagation Problems
edited by and Maria Vasilyeva
submission deadline 31 Jul 2026 | 1 articles | Viewed by 1594 | Submission Open
Keywords: discontinuous Galerkin; wave equation; numerical analysis; finite elements; hyperbolic equations; wave propagation; finite difference method; finite volume method; spectral element method; enriched Galerkin method; mixed finite element method; multiscale methods; upscaling/homogeneization
(This special issue belongs to the Section E: Applied Mathematics)
Decision Analysis and Optimization in the Operations Research and Management Science
edited by
submission deadline 31 Jul 2026 | 2 articles | Viewed by 1567 | Submission Open
Keywords: multi-criteria decision-making (MCDM); decision analysis; optimization methods; group decision-making; uncertainty in decision-making; fuzzy sets and fuzzy logic; heuristic methods
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Mathematical Methods Based on Control Theory
edited by Massimiliano d'Angelo, Valerio Cusimano and Giovanni Palombo
submission deadline 31 Jul 2026 | 1 articles | Viewed by 1423 | Submission Open
Keywords: hybrid feedback control design; stochastic systems; contraction theory; infinitedimensional systems; data-driven methods; optimization and game theory; multi-agent systems; sensor networks; systems biology; energy systems; control for machine learning
(This special issue belongs to the Section E2: Control Theory and Mechanics)
New Trends in Fractional Differential Equations with Applications
edited by
submission deadline 31 Jul 2026 | 1 articles | Viewed by 1394 | Submission Open
Keywords: fractional differential equations; fractional calculus; chaotic systems; applications
(This special issue belongs to the Section C2: Dynamical Systems)
New Advances of Optimization and Data Envelopment Analysis
edited by Nuria Ramón
submission deadline 31 Jul 2026 | 2 articles | Viewed by 1373 | 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)
Data Mining and Algorithms Applied in Image Processing submission deadline 31 Jul 2026 | 1 articles | Viewed by 1349 | Submission Open
Keywords: low‑rank tensor modeling; cascade/learnable transforms; HSI/MSI fusion and super‑resolution; nonlocal/self‑similar priors; deep unfolding / plug‑and‑play; neural operators / Mamba‑style operators; diffusion models for imaging; MRI reconstruction (multi‑contrast / multi‑sequence); remote sensing change detection; semantic segmentation; optimization (ADMM, PnP)
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Mathematical Modeling for Dynamics, Simulation and Control of Robotic and Industrial Systems submission deadline 31 Jul 2026 | 1 articles | Viewed by 1339 | 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)
Applications of Algebra, Geometry, and Optimization to Control Theory, 2nd Edition
edited by
submission deadline 31 Jul 2026 | 1 articles | Viewed by 1229 | Submission Open
Keywords: geometric control; algebraic control; optimization; stability control theory; control system
Mathematical Modeling and Computation in Systems Biology
edited by
submission deadline 31 Jul 2026 | 3 articles | Viewed by 1200 | Submission Open
Keywords: dynamical model; stability and bifurcation; circadian rhythm; cell cycle; parameter estimate; sensitivity analysis; drug design; gene regulatory network; photoperiodic control of flowering; biological pattern formation; sucrose transportation; abiotic stress; plant disease; oscillation-preserving algorithm; signaling pathway
(This special issue belongs to the Section E3: Mathematical Biology)
Machine Learning and Artificial Intelligence in Recommender Systems
edited by
submission deadline 31 Jul 2026 | 1 articles | Viewed by 1173 | Submission Open
Keywords: contrastive learning in recommendation; reinforcement learning for recommendation; adversarial learning in recommender systems; cross-domain recommendation; explainable and fair AI in recommender systems; responsible and trustworthy recommendation
(This special issue belongs to the Section E1: Mathematics and Computer Science)
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