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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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Applied Machine Learning and Soft Computing

edited by

Yeming Dai

submission deadline 31 May 2026 | Viewed by 127 | Submission Open

Keywords: machine learning; predictive models and analytics; prescriptive analytics; deep learning; deep reinforcement learning; hybrid models; ensemble models; soft computing; machine learning for big data; business intelligence; intelligent optimization; data-driven models; feature selection; preprocessing methods

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Network Security in Artificial Intelligence Systems, 2nd Edition

edited by

Chi-Yao Weng

, Shoko Wakamiya,

Chun-Ta Li

and

Cheng-Ta Huang

submission deadline 31 May 2026 | Viewed by 122 | Submission Open

Keywords: intrusion detection systems; decentralized AI systems; access control; cybersecurity; encryption; AI network security; machine learning; application of information security

(This special issue belongs to the Section E: Applied Mathematics)

Advances in Finite Element Modeling and Mathematical Optimization for Engineering

edited by

Ali Abdul-Aziz

submission deadline 31 May 2026 | Viewed by 120 | Submission Open

Keywords: finite element modeling; mathematical optimization; multiscale mechanics; nonlinear analysis; surrogate modeling; digital twins; inverse problems; fracture and fatigue; topology optimization; structural reliability; damage mechanics

(This special issue belongs to the Section E: Applied Mathematics)

Image Processing and Computer Vision

edited by

Shuting He

and Henghui Ding

submission deadline 31 May 2026 | Viewed by 118 | 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)

Trends in Nonlinear Dynamic System Modeling

edited by

Ismael Minchala

submission deadline 31 May 2026 | Viewed by 106 | Submission Open

Keywords: nonlinear dynamic systems; data-driven modeling; MIMO systems; system identification; machine learning for control; black-box modeling; gray-box modeling; neural network-based modeling; physics-informed learning; sparse system discovery; koopman operator theory; dynamic system learning; recurrent neural networks (RNNs); model predictive control (MPC); state-space modeling; time-series prediction; adaptive modeling; hybrid modeling approaches; control-oriented modeling; deep learning for systems

(This special issue belongs to the Section C2: Dynamical Systems)

Mathematical Foundations and Deep Learning Advances in Computer Vision and Image Analysis

edited by

Paramate Horkaew

submission deadline 31 May 2026 | Viewed by 101 | Submission Open

Keywords: convolutional neural network; manifold learning; geometric deep learning and explainable AI; information theory; optimization strategy; pattern recognition; object detection; image fusion

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Mathematical Models and Data-Driven Algorithms for Solving Economic Problems

edited by

Roman Blazek

and

Lucia Ďuricová

submission deadline 31 May 2026 | Viewed by 101 | Submission Open

Keywords: algorithmic economics; hybrid modelling approaches; data-centric modelling; explainable AI in economics; adaptive market dynamics; sustainable decision algorithms; prescriptive analytics; real-time economic analytics

(This special issue belongs to the Section E5: Financial Mathematics)

Algorithmic Design for Control of Robotic Systems

edited by

Jessica S. Ortiz

Guillermo Palacios-Navarro

and

Christian Carvajal

submission deadline 31 May 2026 | Viewed by 98 | Submission Open

Keywords: computational intelligence; robotic control systems; fuzzy logic and neural networks; digital twin; machine learning in robotics; hardware-in-the-loop (HIL); adaptive and intelligent control; path planning and navigation; autonomous systems

(This special issue belongs to the Section E2: Control Theory and Mechanics)

Applications of Artificial Intelligence and Natural Language Processing

edited by

Maaz Amjad

submission deadline 31 May 2026 | Viewed by 95 | Submission Open

Keywords: artificial intelligence; machine learning; deep learning; neural networks; natural language processing; health informatics; AI for social good; data for good

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Applied and Computational Mathematics in Aerospace Engineering

edited by

Teng Wang

submission deadline 31 May 2026 | Viewed by 92 | Submission Open

Keywords: prognostics and health management; digital twin; condition monitoring; fault diagnosis; mission and maintenance optimization

(This special issue belongs to the Section E: Applied Mathematics)

Optimization and Modeling in Spatio-Temporal Data Mining Using Graph Neural Networks

edited by Guangyin Jin and

Zezhi Shao

submission deadline 31 May 2026 | Viewed by 89 | Submission Open

Keywords: spatio-temporal data mining; graph neural networks; dynamic graph modeling; spatio-temporal graph; geographic information systems

(This special issue belongs to the Section E1: Mathematics and Computer Science)

New Challenges in Statistical Analysis and Multivariate Data Analysis

edited by Sungsu Kim and

Chi Seng Pun

submission deadline 31 May 2026 | Viewed by 80 | Submission Open

Keywords: multivariate data; machine learning; high-dimensional data

(This special issue belongs to the Section D1: Probability and Statistics)

Recent Advances in Deep Learning Algorithms for Computer Vision and Image Analysis

edited by

Marcelo Rudek

submission deadline 31 May 2026 | Viewed by 79 | Submission Open

Keywords: deep neural networks; convolutional architectures; transformer-based vision models; object detection and tracking; image segmentation; image enhancement; 3D reconstruction; multimodal data fusion; explainable AI in vision systems; vision in virtual simulations and digital twins

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Computational Methods in Wireless Communications with Applications

edited by

Peng Qin

submission deadline 31 May 2026 | Viewed by 78 | Submission Open

Keywords: mathematical modeling for wireless communication systems; power control and beamforming design; spectrum management and resource allocation; space– air– ground-integrated network planning; sensing; communication; and computing integration; secure; trustworthy; and privacy-preserving wireless communication design; non-convex optimization methods; stochastic geometry methods; distributed optimization methods; AI-driven optimization methods

(This special issue belongs to the Section E: Applied Mathematics)

Mathematical and Computing Sciences for Artificial Intelligence, 2nd Edition

edited by Chong-Zhi Gao

submission deadline 31 May 2026 | Viewed by 75 | Submission Open

Keywords: optimization algorithms and machine learning; probabilistic modeling and Bayesian inference in AI; reinforcement learning and control theory; adversarial attacks and defense in AI; game theory and AI decision; mathematical approaches to explainable AI; graph theory and network analysis for AI systems; natural language processing and computational linguistics; mathematical modeling for computer vision; the applications of AI in the field of medical sciences

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Machine Learning for Dynamics and Control Advancement in Engineering Applications

edited by Ye Zhuang

submission deadline 31 May 2026 | Viewed by 73 | Submission Open

Keywords: machine learning; control theory; dynamical systems optimization; nonlinear dynamics; reinforcement learning; adaptive control; optimal control; physics-informed machine learning; intelligent control

(This special issue belongs to the Section E2: Control Theory and Mechanics)

Multi-Agent Dynamics Under Randomness: From MFGs to ML and Their Applications

edited by

Luca Di Persio

and

Viktorya Vardanyan

submission deadline 31 May 2026 | Viewed by 72 | Submission Open

Keywords: MFGs; stochastic dynamics; uncertainty; numerical schemes; artificial intelligence; machine learning

(This special issue belongs to the Section C2: Dynamical Systems)

Game Theory in Economics and Operations Research

edited by

Banafsheh Behzad

submission deadline 31 May 2026 | Viewed by 69 | Submission Open

Keywords: operations research; game theory; mathematical modeling

(This special issue belongs to the Section E5: Financial Mathematics)

Statistical Techniques for Data Collection in the Era of Data Enrichment

edited by

Jun Yu

submission deadline 31 May 2026 | Viewed by 68 | Submission Open

Keywords: sampling theory; design of experiments; subsampling and subdata selection; design-based causal inference; statistical inference accounting for data collection; case studies of special designs or survey problems

(This special issue belongs to the Section D1: Probability and Statistics)

Optimization Models and Algorithms in Data Science, 2nd Edition

edited by

Ming Yang

submission deadline 31 May 2026 | Viewed by 64 | 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)

Advances in Time Series Methods for Information Security Risk Analysis and Risk Management

edited by

Yaman Roumani

submission deadline 31 May 2026 | Viewed by 53 | Submission Open

Keywords: time series analysis; temporal machine learning; probabilistic risk modeling; cybersecurity risk assessment; threat forecasting; quantitative risk analysis; adversarial behavior modeling; time-dependent anomaly detection; cyber risk prediction

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Machine Learning and Time Series in Econometric Analysis

edited by Weining Wang

submission deadline 31 May 2026 | Viewed by 52 | Submission Open

Keywords: machine learning; statistics; time series; econometrics; forecasting

(This special issue belongs to the Section E5: Financial Mathematics)

Mathematical Foundations and Optimization Techniques for Large Language Models

edited by Hao Chen and

Yinlong Liu

submission deadline 31 May 2026 | Viewed by 51 | Submission Open

Keywords: large language models (LLMs); mathematical foundations of LLMs; optimization techniques for LLMs; multimodal LLMs; LLMs for recommendation systems; embodied AI and LLMs; LLM security and robustness

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Mathematical Modelling, Analysis, and Optimization for Engineering and Mechanics, 2nd Edition

edited by

Sotos C. Generalis

and

Philip Trevelyan

submission deadline 31 May 2026 | Viewed by 48 | Submission Open

Keywords: fluid dynamics; turbulence modeling; perturbation methods; nonlinear dynamics; Floquet analysis; bifurcation theory; hydrodynamic instabilities; mathematical modeling; nonlinear analysis; numerical methods; partial differential equations; Navier– Stokes systems

(This special issue belongs to the Section E2: Control Theory and Mechanics)

Implementation and Performance of Artificial Intelligence Systems

edited by Gaetan Hains and

Lenore Mullin

submission deadline 31 May 2026 | Viewed by 46 | Submission Open

Keywords: performance of AI and ML systems; embedded AI inference; energy consumption; green-IT; measuring; predicting and optimizing; quantization; algorithm complexity; static analysis and cost models; implementation and performance of artificial intelligence systems

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Applied Mathematical Modeling in Supply Chain Networks and Manufacturing Systems

edited by

Kasin Ransikarbum

submission deadline 31 May 2026 | Viewed by 45 | Submission Open

Keywords: mathematical optimization; multi-criteria decision analysis; supply chain network design; manufacturing systems optimization; mathematical metaheuristics; decision support systems; supply chain analytics

(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)

Computational Mathematics in Data Science and Business Intelligence

edited by Liang Xun and Wei Wang

submission deadline 1 Jun 2026 | Viewed by 330 | 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)

New Advances in Data Analytics and Mining

edited by

Xibei Yang

submission deadline 9 Jun 2026 | 9 articles | Viewed by 18452 | Submission Open

Keywords: data mining; data analytics; granular computing; uncertainty analysis

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Statistical Machine Learning and Bayesian Methods with Applications

edited by Mélodie Monod and

Serena Doria

submission deadline 10 Jun 2026 | Viewed by 88 | Submission Open

Keywords: Bayesian deep learning; probabilistic machine learning; statistical machine learning; interpretability and explainability; explainability; spatial statistics; survival analysis; application-driven learning

(This special issue belongs to the Section D1: Probability and Statistics)

Mathematical Techniques and Artificial Intelligence in Image Processing

edited by

Juncheng Li

, Longguang Wang and Yingqian Wang

submission deadline 14 Jun 2026 | 4 articles | Viewed by 13844 | Submission Open

Keywords: artificial intelligence; image processing; computer vision; pattern recognition; deep learning; image recognition; image enhancement; image generation; image security

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Mathematics in Formal Methods and Model Checking

edited by Yehia Abd Alrahman

submission deadline 14 Jun 2026 | Viewed by 310 | Submission Open

Keywords: formal methods; model checking; automated reasoning

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Computational Intelligence for Social Media Data Mining and Knowledge Discovery

edited by

Zheng Xu

submission deadline 14 Jun 2026 | Viewed by 95 | Submission Open

Keywords: social media; sentiment analysis; community detection; trend forecasting; modeling of user behavior

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Artificial Intelligence and Intelligent Signal Processing in Precision Measurement

edited by

Ming Yang

and

Ying Wang

submission deadline 14 Jun 2026 | Viewed by 89 | Submission Open

Keywords: neural network; deep learning; machine learning; expert system; computer application; intelligent signal processing; sensing measurement; reliable metrology; intelligent instrumentation

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Multi-Objective Optimization Based on Artificial Intelligence and Evolutionary Algorithms

edited by Zhizhong Liu

submission deadline 14 Jun 2026 | Viewed by 80 | Submission Open

Keywords: multi-objective evolutionary algorithms (MOEAs); swarm intelligence; explainable AI in decision-making; constrained multi-objective optimization; high-dimensional Pareto fronts; data-driven surrogate modeling; robust optimization under uncertainty

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Advanced Mathematical Methods for Machine Learning, Neural Networks, and Computer Vision

edited by Guodong Li

submission deadline 14 Jun 2026 | Viewed by 58 | Submission Open

Keywords: mathematical optimization; geometric deep learning; neural network analysis; robust AI design; machine learning theory; computer vision modeling

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Artificial Intelligence and Mathematical Models in Robotics

edited by Mirko Raković

submission deadline 14 Jun 2026 | Viewed by 50 | Submission Open

Keywords: artificial intelligence; mathematical models; robotics

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Multimodal Vision: Mathematical Foundations, Models, and Applications

edited by

Xueping Wang

submission deadline 14 Jun 2026 | Viewed by 44 | Submission Open

Keywords: multimodal learning; computer vision; deep learning; data fusion; cross-modal retrieval; sensor fusion; autonomous systems; medical imaging; neural networks; multimodal representation learning

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Intelligent Control and Optimization in Manufacturing

edited by

Giulio Mattera

and

Silvestro Vespoli

submission deadline 15 Jun 2026 | Viewed by 290 | Submission Open

Keywords: machine learning in manufacturing; reinforcement learning in manufacturing; process monitoring and optimization; digital twin technology; energy-efficient manufacturing; path planning and resource optimization

(This special issue belongs to the Section E2: Control Theory and Mechanics)

Feature Papers in High Performance Tamper Resistant Heterogeneous Parallel Computing Infrastructures

edited by Justin Shi, Abdallah Khreishah and

Avinash Srinivasan

submission deadline 15 Jun 2026 | Viewed by 94 | Submission Open

Keywords: parallel computing; fault tolerance; performance optimization; open-source software; tamper resistance; cryptograph and blockchain

(This special issue belongs to the Section E: Applied Mathematics)

Computational Cryptography for Blockchain

edited by Yujue Wang

submission deadline 15 Jun 2026 | Viewed by 68 | Submission Open

Keywords: cryptography; privacy-enhancing technology; blockchain; authentication; consensus mechanism

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Mathematical Modeling of Fault Detection and Diagnosis

edited by

Song Fu

submission deadline 15 Jun 2026 | Viewed by 53 | Submission Open

Keywords: artificial intelligence; fault detection; data imbalance; small samples; machine learning; statistical modeling; data augmentation; mathematical modeling; sensor fusion; industrial applications

(This special issue belongs to the Section E: Applied Mathematics)

Dynamic Model and Analysis of Biology and Epidemiology

edited by

Xinzhu Meng

and

Tongqian Zhang

submission deadline 15 Jun 2026 | Viewed by 38 | Submission Open

Keywords: population dynamics; epidemic dynamics; evolutionary dynamics; spatial dynamics; mathematical and computational modeling

(This special issue belongs to the Section E3: Mathematical Biology)

Control Theory and Applications, 3rd Edition

edited by

Mihail Ioan Abrudean

and

Vlad Muresan

submission deadline 15 Jun 2026 | Viewed by 14 | Submission Open

Keywords: mathematical modelling; mathematical methods; control theory; numerical simulation; artificial intelligence; neural networks; industrial applications; identification; advanced control; controller design; distributed parameter processes; unconventional processes; energy systems; fractional-order systems; robotic systems; biomedical systems

(This special issue belongs to the Section E2: Control Theory and Mechanics)

Advances in Business Intelligence: Theoretical and Empirical Issues

edited by

Basilis Boutsinas

submission deadline 20 Jun 2026 | 6 articles | Viewed by 51584 | Submission Open

Keywords: business intelligence; business analytics; big data; web analytics; business process; competitive intelligence

(This special issue belongs to the Section E5: Financial Mathematics)

Machine Learning Applications in Image Processing and Computer Vision

edited by

Manuel G. Forero

submission deadline 20 Jun 2026 | 7 articles | Viewed by 7266 | Submission Open

Keywords: mathematical modeling; machine learning; image processing; computer vision; interpretability; explainable AI; medical imaging; synthetic image generation; feature extraction; anomaly detection

(This special issue belongs to the Section E1: Mathematics and Computer Science)

The Application of Deep Neural Networks in Image Processing

edited by

Dat Ngo

submission deadline 20 Jun 2026 | 6 articles | Viewed by 4583 | Submission Open

Keywords: image classification; object detection; semantic segmentation; image enhancement (e.g.; denoising; deblurring; contrast enhancement; sharpness enhancement); image restoration (e.g.; dehazing; deraining; desnowing; deweathering); edge inference of DNNs

(This special issue belongs to the Section E1: Mathematics and Computer Science)

Chaos Computing at AI Age

edited by

Mingwei Sun

Li Xiong

, Shijian Cang and

Hao Sun

submission deadline 20 Jun 2026 | Viewed by 349 | 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)

Theory and Applications of Fractional Models

edited by

Andrey Zahariev

and

Hristo Kiskinov

submission deadline 20 Jun 2026 | Viewed by 277 | Submission Open

Keywords: fractional calculus; fractional integrals and derivatives; fractional differential equations; stability analysis

(This special issue belongs to the Section C1: Difference and Differential Equations)

Intelligent Scheduling and Optimization in Smart Manufacturing

edited by Ziyan Zhao

submission deadline 20 Jun 2026 | Viewed by 139 | Submission Open

Keywords: smart manufacturing; intelligent algorithm; production scheduling; intelligent scheduling; data-driven scheduling; real-time scheduling; multi-objective optimization; optimization

(This special issue belongs to the Section D: Statistics and Operational Research)

Distributed Control and Mathematical Modeling with Applications

edited by

Haotian Xu

and Yichen Li

submission deadline 20 Jun 2026 | Viewed by 104 | 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)

Displaying special issue 851-900 on page 18 of 23.

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