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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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Innovative Methods in Long Sequence Forecasting and Time Series Analysis
edited by Haoyi Zhou, Qingyun Sun and
submission deadline 15 Sep 2026 | 11 articles | Viewed by 17041
Keywords: time series analysis; spatiotemporal forecasting; non-stationary process modeling; high-dimensionality embedding; interpretability–accuracy trade-off; frequency–time domain synthesis; long-term dependency modeling; cross-scale dependency learning; data-driven decision making; domain knowledge integration; interdisciplinary applications
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Computational Intelligence, Computer Vision and Pattern Recognition
edited by
submission deadline 15 Sep 2026 | 4 articles | Viewed by 4864
Keywords: computer vision; pattern recognition; deep learning; image analysis; object detection; recognition systems; multimodal learning; video analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Computational Mathematics and Applied Mathematics, 2nd Edition
edited by , and Qiang Ma
submission deadline 15 Sep 2026 | 5 articles | Viewed by 4663
Keywords: partial differential equations; ordinary differential equations; stochastic differential equations; fractional differential equations; fractional calculus; inverse and ill-posed problems; regularization methods; numerical methods; multigrid methods; wavelet methods; homotopy methods; structure-preserving methods; artificial intelligence; deep learning; reinforcement learning; compact radial basis function approximations; approximations based on neural networks; node layouts for irregular domains; multi-asset option pricing problems; numerical methods for matrix functions; iterative methods for the solution of nonlinear equations; Schulz-type iterative method for generalized matrix inversion; biostatistics and pattern recognition; combination counting; separation theory; information security; fractional Fourier transform and its applications; interdisciplinary application of mathematics and other disciplines
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical Foundations of Deep Learning for Imaging
edited by
submission deadline 15 Sep 2026 | 1 articles | Viewed by 981
Keywords: deep learning; inverse problems; image reconstruction; regularization theory; stability and robustness; medical imaging
(This special issue belongs to the Section E: Applied Mathematics)
Differential Equations and Eigenvalue Problems with Application
edited by
submission deadline 15 Sep 2026 | 1 articles | Viewed by 589
Keywords: differential and integral equations; boundary value problems; spectrum; differential operator spectrum theory
(This special issue belongs to the Section C1: Difference and Differential Equations)
Computational Approaches to AI Safety and Autonomous Driving
edited by Jinlai Zhang
submission deadline 15 Sep 2026 | Viewed by 448
Keywords: artificial intelligence (AI); AI safety; AI-driven vehicles; autonomous driving; robust perception; decision-making algorithms; ethical AI
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Methods, Analysis and Applications in Computational Neuroscience
edited by Giovanny Sánchez
submission deadline 20 Sep 2026 | 3 articles | Viewed by 9619 | Submission Open
Keywords: large-scale neural networks; axon and dendrites; neuromorphic architectures; synaptic transmission
(This special issue belongs to the Section E: Applied Mathematics)
Intelligent Robots Control and Navigation and Their Mathematical Methods and Insights submission deadline 20 Sep 2026 | 3 articles | Viewed by 7901 | Submission Open
Keywords: mathematics problems in robot motion and grasp; robot control; robot optimal control; robot stability and analysis of the dynamics; robot motion planning and navigation
(This special issue belongs to the Section E2: Control Theory and Mechanics)
New Advance in Applied Probability and Statistical Inference
edited by Maurizio Brizzi
submission deadline 20 Sep 2026 | 4 articles | Viewed by 6103 | Submission Open
Keywords: applied probability; discrete distributions; continuous models; statistical inference; point and interval estimation; quantile methods; fuzzy methods; parametric statistical tests; non-parametric statistical tests
(This special issue belongs to the Section D1: Probability and Statistics)
Modeling, Control and Optimization of Biological Systems
edited by
submission deadline 20 Sep 2026 | 5 articles | Viewed by 4365 | Submission Open
Keywords: ecological modeling; mutiscale immuno-epidemiologial models; parameter identifiaction; disease-informed neural networks; optimal control theory
(This special issue belongs to the Section E3: Mathematical Biology)
Advanced Computational and Intelligent Methods in Signal Processing
edited by
submission deadline 20 Sep 2026 | 7 articles | Viewed by 2909 | Submission Open
Keywords: signal processing; machine learning; deep learning; optimization algorithms; computational mathematics; time-frequency analysis; intelligent systems; sensor networks; high-performance computing; nonlinear signal analysis
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Control Theory and Optimizations submission deadline 20 Sep 2026 | 1 articles | Viewed by 2691 | Submission Open
Keywords: nonlinear and optimal control methods; robust control and stability analysis in AI-enhanced systems; model predictive control and real-time optimization; adaptive and intelligent control strategies; reinforcement learning and data-driven control strategies; model predictive control and real-time optimization; AI-driven decision-making in control systems; game theory and multi-agent control; computational methods in control and optimization; computational intelligence and evolutionary optimization
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Fluid Dynamics and Wave Interaction Phenomena submission deadline 20 Sep 2026 | 2 articles | Viewed by 1920 | Submission Open
Keywords: marine engineering; ocean engineering; offshore engineering; coastal engineering; wave-structure interactions; nonlinear wave loads; nonlinear wave propagation; innovative analysis technology for fluid dynamics/wave interactions; development of numerical tools for marine/ocean/coastal engineering; AI/ML applications in marine/ocean/coastal engineering
(This special issue belongs to the Section E4: Mathematical Physics)
Computing in Image Processing for Remote Sensing and Biomedical Applications, 2nd Edition submission deadline 20 Sep 2026 | Viewed by 532 | Submission Open
Keywords: image registration; image/video reconstruction; image/video compression; image analysis; image processing; image segmentation and classification; image/video super-resolution in remote sensing; computer vision; 3D visualization; machine/deep learning in remote sensing and medical imaging; parallel computing in imaging; computational models; medical imaging and data analysis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Methods and Applications of Deep Learning in Medicine
edited by , Qiujie Lv and
submission deadline 20 Sep 2026 | Viewed by 471 | Submission Open
Keywords: deep learning; medical imaging; multimodal data fusion; model interpretability; optimization and regularization; computational biology; drug discovery; clinical decision support
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Perspective on Fractal Geometry and Its Applications
edited by Yumei Xue
submission deadline 20 Sep 2026 | Viewed by 387 | Submission Open
Keywords: fractal geometry and its applications; combinatorics on words; substitution sequences; fractal network; tiling; complex networks; multifractal analysis
(This special issue belongs to the Section B: Geometry and Topology)
Parameterized Complexity and Approximation in Data Management
edited by
submission deadline 20 Sep 2026 | Viewed by 384 | Submission Open
Keywords: parameterized complexity; approximation algorithms; data management; query evaluation; data quality; computational complexity; graph mining; data organization; distributed data management
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in Numerical Computation and Mathematical Modeling for Geotechnical Mechanics and Dynamics
edited by
submission deadline 20 Sep 2026 | Viewed by 353 | Submission Open
Keywords: geotechnical mechanics and dynamics; numerical computation methods; mathematical modeling; multi-physical field coupling simulation; nonlinear dynamics; constitutive relations; AI-driven geotechnical analysis
(This special issue belongs to the Section C2: Dynamical Systems)
Mathematical Structure for Biomedicine: Variational Models, PDEs, and Statistical Learning
edited by Andrej Novak and
submission deadline 28 Sep 2026 | Viewed by 413 | Submission Open
Keywords: variational methods; partial differential equations; image processing and analysis; statistical learning; operator learning; biomedical imaging; biomedical signals and time series; uncertainty quantification; calibration and robustness; physics-informed modelling
(This special issue belongs to the Section E: Applied Mathematics)
New Insights in Machine Learning (ML) and Deep Neural Networks
edited by , Yu Liu, Tianyuan Yu and Mingrui Lao
submission deadline 30 Sep 2026 | 5 articles | Viewed by 40674 | Submission Open
Keywords: machine learning; multi-modal models; embodied intelligence; artificial intelligence; deep neural networks (DNNs)
(This special issue belongs to the Section E1: Mathematics and Computer Science)
New Solutions for Multimedia and Artificial Intelligence Security
edited by
submission deadline 30 Sep 2026 | 4 articles | Viewed by 26669 | Submission Open
Keywords: artificial intelligence security; multimedia security and protection; multimedia forensics and anti-forensics; adversarial attacks and defenses; digital watermarking, steganography, and steganalysis; deepfake and misinformation detection; data integrity and authentication; secure signal processing and information hiding; DNN-based multimedia protection techniques; cybersecurity for multimedia systems
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Machine Learning: Mathematical Foundations and Applications
edited by , Xingsen Li and Yunfa Fu
submission deadline 30 Sep 2026 | 5 articles | Viewed by 23011 | Submission Open
Keywords: machine learning; efficient computation in large-scale ML; mathematical optimization; PINNS; LLM; GNNs; Markov random fields in probabilistic graphical models; hyperparameter tuning
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advanced Numerical and Computational Methods for Engineering and Applied Mathematical Problems, 2nd Edition submission deadline 30 Sep 2026 | 8 articles | Viewed by 16527 | Submission Open
Keywords: numerical methods; computational methods; machine learning; differential equations; inverse problems; engineering problems; computational mechanics; mathematical problems; coupled problems; numerical simulations; meshfree methods; finite element methods; radial basis functions methods; multiscale material modeling; machine learning methods; structural dynamics; material modelling; computational mechanics; fluid-structure interaction
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Image Processing and Generation, Pattern Recognition, and Data Visualization submission deadline 30 Sep 2026 | 6 articles | Viewed by 14730 | Submission Open
Keywords: image processing; pattern recognition; data visualization; machine learning; artificial intelligence; digital topology; AI-based image generation
(This special issue belongs to the Section E: Applied Mathematics)
Advances in Mathematical Optimization in Operational Research
edited by and Jiayan Xu
submission deadline 30 Sep 2026 | 9 articles | Viewed by 14277 | Submission Open
Keywords: optimization; operational research; operations and supply chain management; real-world applications
(This special issue belongs to the Section D: Statistics and Operational Research)
Mathematical Epidemiological Models: Classical and Interdisciplinary Applications
edited by Till D. Frank
submission deadline 30 Sep 2026 | 11 articles | Viewed by 11737 | Submission Open
Keywords: mathematical epidemiology; infectious diseases; interdisciplinary applications; computer viruses; rumor dynamics; racism dynamics; drug epidemics; voter dynamics; sales dynamics; viral marketing dynamics
(This special issue belongs to the Section E3: Mathematical Biology)
Recent Advances in Adaptive Control Theory and Applications for Nonlinear Systems submission deadline 30 Sep 2026 | 14 articles | Viewed by 11417 | Submission Open
Keywords: adaptive control; neural networks; sliding mode control; multi-agent systems; observer; synchronization; optimization; predictive control
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Mathematical Modeling of Energy Transition, Climate Finance, and Sustainable Economic Systems submission deadline 30 Sep 2026 | 5 articles | Viewed by 9445 | Submission Open
Keywords: mathematical finance; energy transition; climate risk; sustainable finance; carbon markets; ESG modeling; stochastic processes; partial differential equations; optimization; network theory; control systems; game theory; econometrics; time series analysis
(This special issue belongs to the Section E5: Financial Mathematics)
Application of Multiple Criteria Decision Analysis submission deadline 30 Sep 2026 | 7 articles | Viewed by 8792 | Submission Open
Keywords: decision making; decision analysis; decision support systems; negotiation and group decision; real world applications; applications of MCDM; non-classical MCDM methods; decision rules; theories and methodologies; modelling and simulation; modelling of MCDM; fuzzy sets and MCDM; fuzziness in MCDM; uncertainty; soft computing; algorithms; operational research; multi-objective optimization; metaheuristics; sustainable development; management, assessment, or selection; innovation
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Numerical Methods and Simulations for Turbulent Flow
edited by
submission deadline 30 Sep 2026 | 3 articles | Viewed by 8632 | Submission Open
Keywords: turbulent flows; turbulent boundary layer; turbulent channel flow; computational fluid dynamics; fluid–structure interaction; numerical simulations; numerical methods; direct numerical simulations; large eddy simulation; hybrid RANS-LES; Navier–Stokes
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Advances in Probability Theory and Stochastic Analysis
edited by Paramahansa Pramanik
submission deadline 30 Sep 2026 | 6 articles | Viewed by 8422 | Submission Open
Keywords: stochastic control; stochastic calculus and stochastic differential equations; statistical inference and stochastic processes; mathematical biology; stochastic analysis in sports
(This special issue belongs to the Section D1: Probability and Statistics)
Mathematical Models for Data Privacy in Blockchain-Enabled Systems submission deadline 30 Sep 2026 | 2 articles | Viewed by 7228 | Submission Open
Keywords: data privacy; blockchain; distributed systems; smart contracts; secure data sharing; cryptographic models; differential privacy; federated learning; game theory; Internet of Things; supply chain security; financial systems; mathematical modeling
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Advances in the Analysis and Control of Nonlinear Dynamical Systems and Complex Phenomena submission deadline 30 Sep 2026 | 4 articles | Viewed by 5053 | Submission Open
Keywords: nonlinear dynamical systems; nonlinear control; complex phenomena; prediction and synchronization
(This special issue belongs to the Section C2: Dynamical Systems)
Advances in Fuzzy Intelligence and Non-Classical Logical Computing
edited by Yu-Bin Zhong and Yi Xiang
submission deadline 30 Sep 2026 | 6 articles | Viewed by 4843 | Submission Open
Keywords: fuzzy logic and reasoning; causal models; computability; non-classical logics; artificial intelligence foundations; factor neural networks; knowledge representation; uncertainty modeling
(This special issue belongs to the Section E: Applied Mathematics)
Uncertainty Quantification Techniques in Statistics, Machine Learning and FinTech: 2nd Edition
edited by
submission deadline 30 Sep 2026 | 4 articles | Viewed by 4783 | Submission Open
Keywords: artificial intelligence; bayesian statistics; bioinformatics; biostatics; blockchain; big data; change-point detection; computer model; cryptocurrencies; cyber security; data analytics; data mining; deep learning; electronic data interchange (EDI); e-Learning; expert systems; financial time series; functional data analysis; fuzzy logic; internet security; internet of things; machine learning; mobile applications; mobile learning; neural networks; quality control; security; sentiment analysis; spatial statistics; support vector machines; web services and performance
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Risk Models and Actuarial Science
edited by Rui Manuel Rodrigues Cardoso
submission deadline 30 Sep 2026 | 3 articles | Viewed by 4353 | Submission Open
Keywords: climate change in insurance and sustainability; cyber security risks; data science for insurance; reinsurance; non-life insurance mathematics; fraud detection in insurance; telematics data analysis for insurance; estimation and evaluation of risk management models; loss reserving; risk theory
(This special issue belongs to the Section E5: Financial Mathematics)
Mathematical Applications in Digitalization, Electrification, and Sustainable Development
edited by
submission deadline 30 Sep 2026 | 3 articles | Viewed by 4081 | Submission Open
Keywords: mathematical models; optimization; numerical methods; digitalization; cybersecurity; electrification; human-centered computing; machine learning; artificial intelligence; energy efficiency; automation; smart grids; data processing
(This special issue belongs to the Section E: Applied Mathematics)
Decision Making and Optimization Under Uncertainty
edited by
submission deadline 30 Sep 2026 | 3 articles | Viewed by 4003 | Submission Open
Keywords: decision-making; operations research; stochastic optimization; machine learning; portfolio optimization; risk analysis; data analysis; uncertainty
(This special issue belongs to the Section D2: Operations Research and Fuzzy Decision Making)
Nonlinear Dynamics and Stochastic Modeling of Complex Systems
edited by Thomas M Michelitsch and Alejandro Pérez Riascos
submission deadline 30 Sep 2026 | 3 articles | Viewed by 3969 | Submission Open
Keywords: stochastic resetting; population dynamics; epidemic spreading; compartment models; predator-prey models; nonlinear systems with random delay effects and memory; stochastic chaos
(This special issue belongs to the Section E: Applied Mathematics)
Recent Studies on Partial Differential Equations and Its Applications
edited by Quan Wang
submission deadline 30 Sep 2026 | 3 articles | Viewed by 3658 | Submission Open
Keywords: well-posedness; nonlinear stability and instability; steady-state and dynamic bifurcation; large time behavior; singularity formation
(This special issue belongs to the Section C1: Difference and Differential Equations)
Recent Advances in Quantum Optimization
edited by
submission deadline 30 Sep 2026 | 2 articles | Viewed by 3617 | Submission Open
Keywords: quantum optimization; optimization; operations research; quantum computing
(This special issue belongs to the Section E: Applied Mathematics)
Mathematical and Computational Methods for Image Processing and Pattern Recognition
edited by
submission deadline 30 Sep 2026 | 2 articles | Viewed by 3419 | Submission Open
Keywords: image processing; pattern recognition; visual computing; data fusion; mathematical modeling; neural network; deep learning; machine learning
Application of the Bayesian Method in Statistical Modeling, 2nd Edition
edited by
submission deadline 30 Sep 2026 | 4 articles | Viewed by 3307 | Submission Open
Keywords: Bayesian analysis; Bayesian estimation; statistics; probability
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Functional Analysis and Approximation Theory
edited by Ju Myung Kim
submission deadline 30 Sep 2026 | 3 articles | Viewed by 3006 | Submission Open
Keywords: approximation property; approximate identity; Banach space; operator ideal; tensor norm; Banach algebra; operator theory
(This special issue belongs to the Section E: Applied Mathematics)
Numerical Simulation and Analysis of Rock Mechanics Engineering Geology
edited by Alireza Ahangar-Asr
submission deadline 30 Sep 2026 | 2 articles | Viewed by 2813 | Submission Open
Keywords: numerical modeling of rock mechanics; machine learning-enhanced geomechanics; multiphase flow simulation (CFD-DEM coupling); inverse problems in geological parameterization; uncertainty quantification in rock engineering
(This special issue belongs to the Section E2: Control Theory and Mechanics)
Computational Intelligence and Human–Computer Interaction: Modern Methods and Applications, 3rd Edition submission deadline 30 Sep 2026 | 2 articles | Viewed by 2781 | Submission Open
Keywords: computational intelligence; machine translation; text processing; speech processing; video processing; visual sense; face recognition; fingerprint recognition; posture recognition; adaptive systems; computer vision; neural networks; machine learning; deep learning; semantic analysis; natural language processing; large language models; approximated reasoning; interactive reasoning; user–system interfaces; affective computing; user experience evaluation; agent-based systems; adaptive systems; intelligent UIs and agents; multicontext usability; HCI tools, techniques, and methodologies; computer-supported learning and assessment; computer-aided detection and diagnosis
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Fractional Calculus Across Physical Scales: From Classical to Quantum Theories in Low- and High-Dimensional Systems
edited by , Cresus F.L. Godinho and Thiago R. Araujo
submission deadline 30 Sep 2026 | 1 articles | Viewed by 2708 | Submission Open
Keywords: fractional calculus; fractal calculus; classical and quantum non-local field theory; fractional quantum mechanics; dimensional regularization; anomalous transport; viscoelastic continua; fractional renormalization; fractional quantum field theory; fractional gravity; Hamiltonian systems; memory kernels; high-dimensional PDEs; symmetries in fractional systems
(This special issue belongs to the Section E4: Mathematical Physics)
Advances in Queueing Theory and Applications, 2nd Edition
edited by
submission deadline 30 Sep 2026 | 3 articles | Viewed by 2470 | Submission Open
Keywords: queueing theory; stochastic modeling; applied probability
(This special issue belongs to the Section D1: Probability and Statistics)
Advances in Mobile Network and Intelligent Communication, 2nd Edition
edited by , , Pengwenlong Gu, , Tao Gao and Shufeng Li
submission deadline 30 Sep 2026 | 2 articles | Viewed by 2308 | Submission Open
Keywords: 5G/6G networks; mobile networks; intelligent communications; internet of things; edge computing and intelligence; AI for wireless networks
(This special issue belongs to the Section E1: Mathematics and Computer Science)
Applied Mathematical Modelling and Dynamical Systems, 3rd Edition submission deadline 30 Sep 2026 | 4 articles | Viewed by 2187 | Submission Open
Keywords: mathematical modelling; dynamical systems; nonlinear systems; theory of singularities; fixed point theory; bifurcation theory; complex systems; iteration theory; topological dynamics; ergodic theory; symbolic dynamics; population dynamics; embedding problems; networks; synchronization; simulation; chaos; functional equations
(This special issue belongs to the Section C2: Dynamical Systems)
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