Mathematics

Algebra, Ring Theory, and Homological Algebra with Analysis and Applications

edited by

submission deadline 31 Aug 2026 | 5 articles | Viewed by 3747 | Submission Open

Keywords: rings; algebras; modules; homological algebra; category theory; Hopf algebras; Banach algebras; Hilbert spaces; Jordan algebras; coding theory; cryptography

(This special issue belongs to the Section A: Algebra and Logic)

Advancement of Mathematical Methods in Feature Representation Learning for Artificial Intelligence, Data Mining and Robotics, 3rd Edition

edited by

Jianping Gou

,

Weihua Ou

and

Lan Du

submission deadline 31 Aug 2026 | 3 articles | Viewed by 3692 | Submission Open

Keywords: visual recognition; deep learning; knowledge distillation; representation learning; data mining

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

Research on Dynamical Systems and Differential Equations, 2nd Edition

edited by Ahmadjan Muhammadhaji and Maimaiti Yimamu

submission deadline 31 Aug 2026 | 5 articles | Viewed by 3591 | Submission Open

Keywords: differential equations; deterministic and stochastic differential equations; dynamical systems; modeling and dynamics in population dynamical systems; complex networks; neural networks; epidemic models; disease modeling; stochastic processes and their applications; statistical models and algorithms; stochastic models in biology

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

Extreme Value Theory: Theory, Methodology and Applications

edited by

Indranil Ghosh

submission deadline 31 Aug 2026 | 2 articles | Viewed by 3511 | Submission Open

Keywords: spatial and/or temporal process; methodological statistics; nonparametric statistics machine learning; causal inference; regression models; applied probability; graphical models; optimization; data science; applied statistical modelling and simulation

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

Dynamical Systems and Complex Systems

edited by

Andreas Henrici

submission deadline 31 Aug 2026 | 2 articles | Viewed by 3088 | Submission Open

Keywords: dynamical systems; complex systems; ergodic systems; chaotic systems

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

Recent Advances in Quantum Information and Quantum Computing

edited by

Younghun Kwon

submission deadline 31 Aug 2026 | 3 articles | Viewed by 3053 | Submission Open

Keywords: quantum algorithms; applications of quantum algorithms; hybrid quantum–classical algorithms; quantum artificial intelligence; quantum machine learning; applications of quantum machine learning; constructing quantum computer; quantum computing structure; quantum error correction; quantum error mitigation; quantum information theory; quantum key distribution

(This special issue belongs to the Section E4: Mathematical Physics)

Application of Mathematical Methods in Multi-Objective Optimization and Evolutionary Algorithms

edited by

Mariona Vila Bonilla

submission deadline 31 Aug 2026 | 2 articles | Viewed by 3000 | Submission Open

Keywords: multi-objective optimization; evolutionary computation; multi-criteria analysis; metaheuristic algorithms; combinatorial optimization; multi-criteria decision making; genetic algorithms; particle swarm algorithms; artificial neural networks; renewable energy; green supply chain design; data mining

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

Application and Perspectives of Neural Networks

edited by

Ali Mehrabi

submission deadline 31 Aug 2026 | 1 articles | Viewed by 2869 | Submission Open

Keywords: edge and embedded neural networks; IoT aware neural architectures; hardware accelerators for neural networks; neural networks in cybersecurity; industrial automation with neural networks; predictive maintenance networks; neuromorphic computing

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

Mathematics Applied in Rock Mechanics and Mining Science

edited by

Peng Li

submission deadline 31 Aug 2026 | 3 articles | Viewed by 2681 | Submission Open

Keywords: rock mechanics; numerical modeling; discontinuous mechanics; machine learning in mining science; probabilistic risk assessment; coupled processes (THMC); mine design and optimization; fracture propagation; inverse analysis; computational geometry and topology

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

Mathematical Foundations of Reliability Theory with Applications in Engineering and Applied Statistics

edited by Serguei Maximov and

Francisco Rivas-Dávalos

submission deadline 31 Aug 2026 | 3 articles | Viewed by 2246 | Submission Open

Keywords: reliability theory; renewal processes; maintenance policies; hazard functions; asymptotic analysis; applied probability; reliability statistics; engineering applications; survival analysis; risk and uncertainty

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

Advances in Control Theory and Applications in Energy Systems

edited by

Shuaihu Li

,

Ning Li

, Guangming Lang and Yanjian Peng

submission deadline 31 Aug 2026 | 3 articles | Viewed by 2071 | Submission Open

Keywords: energy systems; grid stability; advanced control; adaptive control; machine learning-based techniques; dynamic optimization

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

Mathematical and Quantitative Methods in Finance and Forecasting

edited by

Meng Han

submission deadline 31 Aug 2026 | 1 articles | Viewed by 2065 | Submission Open

Keywords: mathematical finance; financial forecasting; quantitative modeling; time-series analysis; econometric methods; machine learning in finance; stochastic modeling; derivative pricing and risk management; commodity and carbon markets

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

Mathematical Modeling of Complex Entangled Structures

edited by

Ioannis Diamantis

and

Sonia Mahmoudi

submission deadline 31 Aug 2026 | 1 articles | Viewed by 2019 | Submission Open

Keywords: knot theory; knot classification; mathematical modeling; computational topology; applications in biology, chemistry, and physics; periodic entanglements and fabric structures; low-dimensional topology

(This special issue belongs to the Section B: Geometry and Topology)

Evolutionary Computation, Optimization, and Their Applications

edited by

Peiqiu Huang

, Bingchuan Wang, Zhiming Dong and Shaolong Shi

submission deadline 31 Aug 2026 | 1 articles | Viewed by 1879 | Submission Open

Keywords: evolutionary computation; optimization algorithms; multiobjective optimization; large-scale systems; AI-driven applications

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

Advanced Mathematical Methods for Machine Learning in Biomedical Applications

edited by

Dayu Hu

and

Jinghua Zhang

submission deadline 31 Aug 2026 | 2 articles | Viewed by 1762 | Submission Open

Keywords: machine learning; biomedical data analysis; computational modeling; multimodal learning; data imbalance; algorithmic fairness; graph neural networks; feature extraction; mathematical methods in biomedicine

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

Computational Models in Insurance and Financial Mathematics

edited by Linyi Qian and

Zhuo Jin

submission deadline 31 Aug 2026 | 1 articles | Viewed by 1757 | Submission Open

Keywords: stochastic optimization in financial risk management; computational methods for insurance modeling; machine learning in financial mathematics; risk assessment models in innovation financing; computational techniques for intellectual property insurance; numerical approaches for pricing and evaluating insurance policies; policy impact analysis using computational models

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

Deep Learning Algorithms for Computer Vision and Image Processing

edited by

Haoji Hu

submission deadline 31 Aug 2026 | 2 articles | Viewed by 1731 | 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)

Simulation and Control in Engineering: Models, Algorithms, and Applications

edited by Luis Arturo Reyes-Osorio,

Octavio Garcia-Salazar

and

Aldo Jonathan Muñoz-Vazquez

submission deadline 31 Aug 2026 | 1 articles | Viewed by 1708 | Submission Open

Keywords: engineering simulation; control systems; mathematical modeling; optimization algorithms; artificial intelligence in control; machine learning for control; modeling and control of autonomous systems; control of multiagent systems

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

Mathematical and Computational Modelling in Empirical and Applied Science

edited by

Giulia Spaletta

,

Margherita Carletti

and Alberto Lanconelli

submission deadline 31 Aug 2026 | 1 articles | Viewed by 1707 | Submission Open

Keywords: deterministic and stochastic modeling and simulation in empirical and applied sciences; computational methods in natural, social, and applied sciences; artificial intelligence in biomathematics, biomedical imaging, and healthcare applications; mathematical modelling for bioscience data integration; optimization methods for computational system biology; big data analysis and their numerical treatment; computational approaches for multi-omics data; symbolic and numerical computation

Mathematics and Machine Learning for Intelligent Perception, Decision-Making, and Control

edited by Changdong Yu,

Xiao Liang

and

Xiaojie Sun

submission deadline 31 Aug 2026 | 2 articles | Viewed by 1500 | 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)

Advances in Scalability of Queueing Models for Large-Scale Complex Systems

edited by

Attahiru Alfa

and

Haitham Abu Ghazaleh

submission deadline 31 Aug 2026 | 1 articles | Viewed by 1453 | Submission Open

Keywords: queueing models; large-scale systems; complex networks; scalable models

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

Theoretical and Applied Mathematics in Supply Chain Management, 2nd Edition

edited by

Xiang Song

submission deadline 31 Aug 2026 | 1 articles | Viewed by 1425 | Submission Open

Keywords: LARG—lean, agile, resilient, and green; supply chain modelling and optimisation; demand forecasting; inventory management; logistics and transportation; reverse and closed-loop supply chains; supply chain coordination

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

Graph-Based Machine Learning Techniques

edited by

Zsolt Tibor Kosztyán

submission deadline 31 Aug 2026 | Viewed by 1396 | Submission Open

Keywords: graph machine learning; graph neural networks (GNNs); message passing neural networks (MPNNs); graph transformers; graph attention networks (GAT); geometric deep learning; graph representation learning; node/edge/graph classification; link prediction; community detection; graph matching and graph kernels; graph similarity search; hypergraphs and hypergraph learning; heterogeneous information networks; dynamic/temporal graphs; knowledge graphs and reasoning; self-supervised graph learning; contrastive learning on graphs; transfer/few-shot learning on graphs; pretraining for graphs; graph generative models; molecular and materials property prediction; drug discovery and molecular design; recommender systems; financial risk and fraud detection; cybersecurity and threat intelligence; mobility, transportation, and traffic networks; power grids and infrastructure networks; scientific discovery on graphs; out-of-distribution generalization (OOD) for graphs; causal and counterfactual inference on graphs; graph anomaly detection; adversarial attacks and robustness in GML; explainability and interpretability for graph models; fairness, ethics, and responsible GML; privacy-preserving and federated graph learning; scalable/billion-scale graph learning; distributed and efficient GML systems; streaming/online and incremental graph learning; graph sampling and mini-batching; evaluation, benchmarks, and reproducibility; open datasets, code, and model cards; Foundation Models with Graphs; graph-augmented RAG and graph prompting; LLM–graph integration and tool use; neurosymbolic and logic-guided GML; energy-efficient and sustainable GML; uncertainty estimation and calibration on graphs; graph databases, querying, and storage systems; combinatorial optimization on graphs

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

Complex System Dynamics and Mathematical Biology

edited by Song Feng

submission deadline 31 Aug 2026 | 1 articles | Viewed by 1386 | Submission Open

Keywords: complex biological systems; dynamical systems; nonlinear dynamics; hypergraphs; network science; computational methods; multi-scale modeling; biological networks; mathematical modeling

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

Mathematical Optimization and Control: Methods and Applications, 2nd Edition

edited by

Jose de Jesus Rubio

submission deadline 31 Aug 2026 | 2 articles | Viewed by 1351 | Submission Open

Keywords: genetic optimization; bat optimization; butterfly optimization; grey wolf optimization; particle swarm optimization; ant colony optimization; bee colony optimization; bayesian optimization; continuous optimization; discrete optimization; adaptive control; neural network control; fuzzy control; backstepping control; feedback control; sliding mode control; robust control; observer-based control; nonlinear control; intelligent control; model predictive control; optimal control; other alternative optimization or control

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

Evolutionary Algorithms, Optimization, and Data Mining with Applications

edited by

Zhengwen Huang

submission deadline 31 Aug 2026 | 1 articles | Viewed by 1189 | Submission Open

Keywords: genetic algorithms; genetic programming; gene expression programming; schema theory; building block; fitness function; system optimization; large language models; differential evolution; hybrid algorithms

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

Distributed Systems: Algorithms, Methods, and Applications

edited by Pier Luca Montessoro and

David Palma

submission deadline 31 Aug 2026 | 1 articles | Viewed by 1111 | Submission Open

Keywords: applied cryptography; cloud computing; computer networks; distributed algorithms; distributed control systems; distributed systems; distributed system security; information security; Internet of Things (IoT); networking algorithms; optimization techniques; performance evaluation; privacy-enhancing technologies; privacy-preserving data sharing and exchange

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

Advances in Computational Structural Engineering and Computational Mathematics

edited by

Giuseppe Lovisi

and

Rosa Penna

submission deadline 31 Aug 2026 | Viewed by 1110 | Submission Open

Keywords: computational structural analysis; numerical methods in engineering; algorithmic design; structural optimization; computational fluid dynamics (CFD); data-driven modelling in engineering; machine learning applications in structural engineering; finite element analysis (FEA); high-performance computational engineering; mathematical modelling in civil engineering; stochastic models for structural engineering; nonlinear dynamics in structural systems; computational geomechanics; high-performance computing for simulations; structural dynamics; structural health monitoring

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

Advances in Mathematical Finance and Insurance

edited by

Tak Kuen Ken Siu

and

Hailiang Yang

submission deadline 31 Aug 2026 | 2 articles | Viewed by 1089 | Submission Open

Keywords: mathematical finance; insurance; probability theory; stochastic analysis; mathematical statistics; climate risk; energy risk; fintech and cyber risk

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

Advances in Machine Learning and Mathematical Modelling for Data-Driven Discovery

edited by

Alvaro Figueira

submission deadline 31 Aug 2026 | 1 articles | Viewed by 1088 | 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)

Computational Methods for Drug Discovery and Biological Big Data Analysis

edited by Chunchun Wang

submission deadline 31 Aug 2026 | 2 articles | Viewed by 1054 | 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)

Advanced Geostatistics and Data Analysis: Novel Mathematical Methods and Their Applications

edited by

Qiyu Chen

, Weisheng Hou and Shaoqun Dong

submission deadline 31 Aug 2026 | 1 articles | Viewed by 1016 | Submission Open

Keywords: geostatistics; stochastic simulation; multiple-point statistics; spatial–temporal modeling; high-dimensional data analysis; machine learning

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

Advances in Mathematical Methods for Image Processing and Computer Vision

edited by Hongwei Mo

submission deadline 31 Aug 2026 | 1 articles | Viewed by 925 | Submission Open

Keywords: image processing; computer vision; mathematical modeling; optimization algorithms; partial differential equations; statistical image analysis; geometric methods; wavelet transforms; variational methods; computational imaging

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

Evolutionary Algorithms and Mathematical Optimization with Applications

edited by

Rui Wang

and

Shi Cheng

submission deadline 31 Aug 2026 | 1 articles | Viewed by 920 | Submission Open

Keywords: evolutionary computation; mathematical optimization; multi/many-objective optimization; decision making; combinatorial optimization; metaheuristics; data-driven optimization

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

New Advances in Statistical Machine Learning

edited by Haiyan Wang and

Venkat N. Gudivada

submission deadline 31 Aug 2026 | Viewed by 761 | Submission Open

Keywords: machine learning; data mining; advances in clustering, classification, regression, and/or applications in various domains; image or text data analysis; recommendation system; ensemble methods and applications; machine learning applications; deep learning applications; signal processing and analysis; computational complexity; techniques for big data and applications; visualization; convergence analysis; robust methods for prediction or classification of image, text, or other complex data

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

Queueing Systems Models and Their Applications, 2nd Edition

edited by

Oleg Tikhonenko

and

Marcin Ziółkowski

submission deadline 31 Aug 2026 | 1 articles | Viewed by 753 | Submission Open

Keywords: queueing model; Markov chain; loss probability; Laplace transform; non-homogeneous customers non-identical servers; priority queue; queues with vacations; summary volume; simulation methods

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

Computational Approaches to Control Systems: Methods and Applications

edited by Yuan Zhang and

Qirui Zhang

submission deadline 31 Aug 2026 | 1 articles | Viewed by 678 | 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 Models and Methods of Scheduling Theory, 2nd Edition

edited by

Amir Elalouf

submission deadline 31 Aug 2026 | Viewed by 552 | Submission Open

Keywords: scheduling theory; operation research; mathematics; computer science; management; flow shop scheduling; network problems; machine sequencing problems

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

Adaptive Dynamic Programming and Intelligent Systems: Theory, Algorithms, and Applications

edited by

Xian-Bing Meng

and Bingchuan Wang

submission deadline 31 Aug 2026 | Viewed by 484 | Submission Open

Keywords: adaptive dynamic programming; intelligent systems; artificial intelligence; reinforcement learning; computational intelligence; autonomous decision-making; control and optimization; intelligent modeling; embodied intelligence; multi-agent systems

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

New Advances in Learning Algorithms and Optimization: Methods and Applications

edited by

Himanshu Buckchash

submission deadline 31 Aug 2026 | Viewed by 475 | Submission Open

Keywords: learning algorithms; mathematical optimization; self-supervised learning; real-world applications; large-scale optimization; black-box optimization; algorithm engineering; data-compute efficient learning; adversarial optimization; game-theoretic learning; reinforcement learning; data-driven problem solving; explainable AI (XAI); algorithmic fairness and bias; meta-learning; physics-informed learning; applied machine learning

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

Game and Decision Theory Applied to Business, Economy and Finance, 2nd Edition

edited by

Ivan Arraut

submission deadline 31 Aug 2026 | Viewed by 474 | Submission Open

Keywords: game theory; decision making; rationality; mathematical modeling optimization; optimal control; machine learning

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

Computational and Mathematical Methods in Information Science and Engineering, 3rd Edition

edited by

,

,

and

submission deadline 31 Aug 2026 | Viewed by 453 | Submission Open

Keywords: computational intelligence; mathematical modeling; high-dimensional data analytics; explainable AI; statistical learning physics-informed neural networks text/document analysis; optimization; complex networks; social network; software defects detection; information theory; information security and cryptography; information systems; recommendation systems; intelligent logistics; intelligent energy management; intelligent tourism

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

Mathematics-Based Methods in Artificial Intelligence, Pattern Recognition and Deep Learning, 3rd Edition

edited by

Jie Wen

, Cai Xu and Jinrong Cui

submission deadline 31 Aug 2026 | Viewed by 440 | Submission Open

Keywords: pattern recognition and application; deep learning; artificial intelligence; computer vision

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

Advances in Numerical Analysis and High-Performance Scientific Computing

edited by Thái Anh Nhan

submission deadline 31 Aug 2026 | Viewed by 440 | Submission Open

Keywords: numerical algorithms and analysis; optimization techniques; numerical linear algebra; high-performance and parallel computing; applied and computational mathematics

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

Advances in Mathematical Analysis, Applications and Technologies for IoT Networks Along with Next-Generation IoT and Its Network Security

edited by

Laith Al-Jabouri

and

Martin Fleury

submission deadline 31 Aug 2026 | Viewed by 439 | Submission Open

Keywords: mathematic modelling of IoT networks; next-generation and advanced IoT; IoT network security; multimedia over IoT

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

Stochastic Analysis of Random Field Models and Disordered Systems

edited by

Sanja Janićević

submission deadline 31 Aug 2026 | Viewed by 420 | Submission Open

Keywords: stochastic dynamics and avalanche phenomena in random field models; criticality, scaling, and universality in disordered systems; probabilistic approaches to spin glasses, percolation, and related models; fluctuations, finite-size effects, and large deviation analysis; connections between stochastic processes and non-equilibrium phenomena in disordered media; interdisciplinary applications in materials science, neuroscience, and complex networks

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

Numerical Methods and Applications for Phase Field Models

edited by Peicheng Zhu

submission deadline 31 Aug 2026 | Viewed by 406 | Submission Open

Keywords: phase-field model; phase-field crystal model; numerical simulations; finite element method; finite difference method; spectral method; machine learning; numerical schemes based up AI technology

(This special issue belongs to the Section C: Mathematical Analysis)

Mathematical Approaches and Computational Techniques for Next-Generation Fuzzy Systems and Intelligent Control

edited by

Boriana Vatchova

and

Raheleh Jafari

submission deadline 31 Aug 2026 | Viewed by 405 | Submission Open

Keywords: fuzzy control systems; multiobjective optimization; mathematical approaches; explainable AI

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

Application of Parallel and Distributed Computing

edited by Xiaorong Li

submission deadline 31 Aug 2026 | Viewed by 397 | Submission Open

Keywords: big data; data analytics; artificial intelligence (AI)/machine learning (ML); generative AI; parallel computing; distributed systems; cloud and edge computing; high performance computing (HPC); scalable algorithms; computational science; intelligent applications

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

New Advances in Medical Image Processing

edited by

Hui Ding

submission deadline 31 Aug 2026 | Viewed by 393 | Submission Open

Keywords: medical image segmentation; medical image classification; multi-modal fusion; deep learning; computer-aided diagnosis

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

Journal Menu

Journal Browser

Special Issues

Further Information

Guidelines

MDPI Initiatives

Follow MDPI