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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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New Advances in Statistical Machine Learning
edited by Haiyan Wang and
submission deadline 30 Jun 2027 | Viewed by 791 | 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)
Game and Decision Theory Applied to Business, Economy and Finance, 2nd Edition
edited by
submission deadline 30 Jun 2027 | Viewed by 499 | 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)
Mathematical Theories and Methods of Machine Learning
edited by
submission deadline 30 Jun 2027 | Viewed by 439 | Submission Open
Keywords: algebra and topology in deep learning; functional analysis and dynamic programming in reinforcement learning; statistical learning; online learning; neural network optimization; mathematical modelling and algorithm design; game theory; large deviation theory for performance characterizations; statistical methods and risk analysis; inverse problems
(This special issue belongs to the Section E: Applied Mathematics)
Classical and Intelligent Approaches for the Optimization, Control, and Modeling of Dynamic Systems submission deadline 30 Jun 2027 | Viewed by 311 | Submission Open
Keywords: machine learning in engineering; classical optimization techniques; optimal control and decision making; data-driven and physics-informed modeling; intelligent engineering systems; evolutionary and metaheuristic algorithms; reinforcement learning for autonomous systems; robotics and mechatronics optimization; intelligent monitoring and predictive maintenance; computational intelligence in industrial applications
(This special issue belongs to the Section C2: Dynamical Systems)
Optimization and Control of Multi-Agent Systems: Theory and Applications submission deadline 30 Jun 2027 | Viewed by 57 | Submission Open
Keywords: multi-agent systems; distributed control; distributed optimization; cooperative control; consensus algorithms; networked systems; graph theory; dynamical systems; decentralized decision-making; game theory; swarm intelligence; autonomous systems; formation control; stability analysis; robust control; adaptive control; optimization algorithms; cyber-physical systems
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Nonlinear Systems: Modeling, Simulation, and Computation
edited by Eric W. Weisel, C. Donald Combs and
submission deadline 30 Jun 2027 | Viewed by 53 | Submission Open
Keywords: modeling and analysis of nonlinear systems; numerical methods and computational techniques; medical and healthcare simulation applications; cross-domain and methodological contributions
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Models, Algorithms and Optimization for Artificial Intelligence and Intelligent Information Systems
edited by Tammar Shrot and Lior Aronshtam
submission deadline 30 Jun 2027 | Viewed by 30 | Submission Open
Keywords: artificial intelligence; intelligent information systems; mathematical modeling; algorithms; optimization; operations research; graph theory; computational intelligence; machine learning; decision support systems; multi-agent systems; explainable AI; intelligent transportation systems; computational social choice; blockchain
(This special issue belongs to the Section E: Applied Mathematics)
Emerging Artificial Intelligence for Industrial Applications
edited by Jinwoo Song
submission deadline 30 Jun 2027 | Viewed by 22 | Submission Open
Keywords: artificial intelligence; industrial AI; machine learning; deep learning; generative AI; large language models; AI agents; physical AI; prognostics and health management; physics-informed AI
(This special issue belongs to the Section E: Applied Mathematics)
Applications of Novel Statistical Methods and Machine Learning
edited by and
submission deadline 30 Jun 2027 | Viewed by 18 | Submission Open
Keywords: statistical learning; machine learning; high-dimensional statistics; large-sample inference; multiple testing; statistical calibration; uncertainty quantification; scalable algorithms; trustworthy artificial intelligence; reproducible research
(This special issue belongs to the Section D1: Probability and Statistics)
Intelligent Optimization for Communication, Computing, and Networked Systems
edited by
submission deadline 30 Jun 2027 | Viewed by 7 | Submission Open
Keywords: intelligent optimization; intelligent communication and networked systems; edge/cloud computing; hardware accelerators; learning-based optimization; resource allocation and scheduling; hardware–software co-design
(This special issue belongs to the Section E: Applied Mathematics)
Deep Neural Network Approximation Theory for Stochastic Dynamics
edited by Diyora Salimova
submission deadline 30 Jun 2027 | Viewed by 2 | Submission Open
Keywords: deep neural networks; approximation theory; stochastic dynamics; stochastic differential equations; stochastic partial differential equations; high-dimensional approximation; neural operators; error analysis; stochastic control; uncertainty quantification
(This special issue belongs to the Section C2: Dynamical Systems)
Functional Data Analysis: From Statistical Methods to Modern Machine Learning
edited by
submission deadline 30 Jun 2027 | Viewed by 1 | Submission Open
Keywords: functional data analysis; statistical modelling; machine learning; statistical learning; functional time series; deep learning
(This special issue belongs to the Section D1: Probability and Statistics)
Combinatorics and Graph Theory: Advances and Applications
edited by
submission deadline 30 Jun 2027 | Submission Open
Keywords: combinatorics; graph theory; domination in graphs; domination parameters; domination polynomials; locating-dominating sets; graph products; structural graph theory; extremal graph theory; graph invariants; chemical graph theory; molecular graphs; topological indices; molecular descriptors; spectral graph theory; graph algorithms; computational complexity; combinatorial optimization; QSPR/QSAR
(This special issue belongs to the Section B: Geometry and Topology)
Advances in Operator Algebras and Functional Analysis
edited by Stefan Ivković
submission deadline 30 Jun 2027 | Submission Open
Keywords: operator algebras; Fredholm theory and spectral theory; representation theory; noncommutative integration; Hilbert and Banach C*-modules
(This special issue belongs to the Section A: Algebra and Logic)
Computational Methods and Applications in Signal Processing
edited by Gonzalo Duchen, and
submission deadline 30 Jun 2027 | Submission Open
Keywords: signal processing architectures for DSP; FPGA; optimal algorithms; signal processing applications; security; voice, image and video processing
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Group Theory and Algebraic Structures submission deadline 15 Jul 2027 | Viewed by 59 | Submission Open
Keywords: group theory; nonassociative algebra; algebraic structures; gyrogroups; loops; quasigroups; group-like structures; finite groups; infinite groups; group actions; representation theory; automorphisms; group extensions; quotient structures; Cayley graphs; algebraic graph theory; combinatorial group theory; geometric group theory; topological groups; topological gyrogroups; computational algebra; application of algebraic structures
(This special issue belongs to the Section A: Algebra and Logic)
Advances in Fuzzy Logic and Artificial Neural Networks, 2nd Edition submission deadline 31 Jul 2027 | 5 articles | Viewed by 4713 | Submission Open
Keywords: fuzzy set theory and extensions; neural networks and extensions; neuro-fuzzy systems; deep neural networks; learning algorithms; comparative studies; theoretical reviews; engineering and scientific applications; operations research
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Fuzzy Sets and Fuzzy Systems, 2nd Edition submission deadline 31 Jul 2027 | 1 articles | Viewed by 2046 | 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)
Mathematical Modelling of Epidemic Dynamics and Control
edited by Liang Zhang
submission deadline 31 Jul 2027 | 2 articles | Viewed by 1341 | Submission Open
Keywords: epidemic modelling; infectious disease dynamics; optimal control
(This special issue belongs to the Section C2: Dynamical Systems)
Numerical Analysis and Optimization: Theory and Applications submission deadline 24 Dec 2027 | Submission Open
Keywords: constrained and unconstrained optimization; nonlinear optimization; global optimization; stochastic optimization; numerical simulation; iterative processes; accelerated hybrid methods; gradient descent methods; derivative-free methods; gradient neural network; Zhang neural network; line search; matrix equations; nonlinear system of equations; convergence rate
(This special issue belongs to the Section E: Applied Mathematics)
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