Mathematics

Advanced Statistical Methods Novel Design and Analysis of Clinical Trials

edited by Shein-Chung Chow

submission deadline 10 Jan 2026 | Viewed by 156 | Submission Open

Keywords: adaptive design; real-world data/evidence (RWD/RWE); biomarker development; rare disease drug development; AI; machine learning; model-informed drug development (MIDD); biosimilar product development; benefit– risk assessment

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

Advancements in Stochastic Processes and Random Matrices

edited by

Manuel O Cáceres

and

Marco Nizama

submission deadline 10 Jan 2026 | Viewed by 131 | Submission Open

Keywords: statistical mechanics on random planar graphs; disorder in classic and quantum systems; stochastic and active random media; data science and machine learning; information theory; number theory; non-equilibrium physics; complex chemistry; biology models; economic sciences; social sciences

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

Statistics, Data Analytics, and Machine Learning in Manufacturing

edited by

Qing Li

submission deadline 10 Jan 2026 | Viewed by 112 | Submission Open

Keywords: process monitoring/prognosis; anomaly/defect detection; uncertainty quantification; system/process optimization; reliability analysis; statistics; machine learning/deep learning; data fusion; measurements; quality assurance; uncertainty propagation; digital twin; geometry compensation

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

Applications of Artificial Intelligence Algorithms for Intelligent Transportation Systems

edited by

Yuke Li

submission deadline 11 Jan 2026 | Viewed by 115 | Submission Open

Keywords: multimodal perception; sensor fusion; autonomous driving; reliability modeling; Kalman filtering; deep feature alignment; robustness in extreme driving conditions; safety measures; XAI

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

Modeling, Optimization and Control of Industrial Processes

edited by

Marjan Golob

submission deadline 15 Jan 2026 | 7 articles | Viewed by 16856 | Submission Open

Keywords: process control; biotechnology; mathematical modeling and identification; numerical analysis and simulation; data-driven modeling and control; fuzzy systems and control; machine learning; digital twins; process industry

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

New Aspects of Differentiable and Not Differentiable Function Theory

edited by

Octav Olteanu

and

Savin Treanta

submission deadline 15 Jan 2026 | 4 articles | Viewed by 3977 | Submission Open

Keywords: optimization; convexity; inequalities; extension of linear operators; approximation; moment problems; Banach lattices; self-adjoint operators; integral equations; ordinary differential equations; partial differential equations; dynamical systems TRANSLATE with x English Arabic Hebrew Polish Bulgarian Hindi Portuguese Catalan Hmong Daw Romanian Chinese Simplified Hungarian Russian Chinese Traditional Indonesian Slovak Czech Italian Slovenian Danish Japanese Spanish Dutch Klingon Swedish English Korean Thai Estonian Latvian Turkish Finnish Lithuanian Ukrainian French Malay Urdu German Maltese Vietnamese Greek Norwegian Welsh Haitian Creole Persian // TRANSLATE with COPY THE URL BELOW Back EMBED THE SNIPPET BELOW IN YOUR SITE Enable collaborative features and customize widget: Bing Webmaster Portal Back // This page is in English Translate to Simplified Chinese Afrikaans Albanian Amharic Arabic Armenian Azerbaijani Bengali Bulgarian Catalan Croatian Czech Danish Dutch English Estonian Finnish French German Greek Gujarati Haitian Creole Hebrew Hindi Hungarian Icelandic Indonesian Italian Japanese Kannada Kazakh Khmer Korean Kurdish (Kurmanji) Lao Latvian Lithuanian Malagasy Malay Malayalam Maltese Maori Marathi Myanmar (Burmese) Nepali Norwegian Pashto Persian Polish Portuguese Punjabi Romanian Russian Samoan Simplified Chinese Slovak Slovenian Spanish Swedish Tamil Telugu Thai Traditional Chinese Turkish Ukrainian Urdu Vietnamese Welsh Always translate English to Simplified ChinesePRO Never translate English Never translate admin.mdpi.com

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

Mathematical Modeling and Optimization in Signal Processing

edited by Wenbo Zhang, Jianping Li and

Feng Tian

submission deadline 15 Jan 2026 | 1 articles | Viewed by 3930 | Submission Open

Keywords: mathematical model; optimization; signal processing; optical fiber communications

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

Mathematical Applications in Digitalization, Electrification, and Sustainable Development

edited by

Nikolay Hinov

submission deadline 15 Jan 2026 | 1 articles | Viewed by 1018 | 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)

Nonlinear Functional Analysis: Theory, Methods, and Applications

edited by Shiqing Zhang

submission deadline 16 Jan 2026 | 4 articles | Viewed by 4761 | Submission Open

Keywords: N-body problems; Ky Fan inequality; convex analysis; non-smooth analysis; variational methods

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

Statistics and Data Science

edited by

Michael Pokojovy

and Andrews T. Anum

submission deadline 20 Jan 2026 | 7 articles | Viewed by 10049 | Submission Open

Keywords: data science; big data analytics; advanced data analytics; computational statistics; robust inference; Bayesian inference; statistical learning; machine learning; deep learning; explainable AI; trustworthy AI; text mining; image mining; multimodal learning; supervised learning; unsupervised learning; reinforcement learning; transfer learning

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

Modeling, Simulation, Control and Optimization in Engineering with Applications, 2nd Edition

edited by

Montserrat Gil-Martinez

,

Ramón Vilanova Arbós

and

Marian Barbu

submission deadline 20 Jan 2026 | 3 articles | Viewed by 5709 | Submission Open

Keywords: control systems; multi-objective optimization; modeling; simulation; optimal control; robustness; stochastic modeling and control; time-varying systems; robust control; adaptative control; model-predictive control; nonlinear control; fuzzy systems; neural networks; numerical methods; fault detection; fault diagnosis; fault tolerance; data-driven control; distributed control systems; evolutionary computation; machine learning; signal processing; sensor fusion and state estimation; system identification

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

Computational Intelligence in Communication Networks

edited by Georgi Iliev

submission deadline 20 Jan 2026 | 3 articles | Viewed by 4704 | Submission Open

Keywords: intelligent algorithms for data collection and processing; intelligent methods for data analytics and security; intelligent algorithms for physical layer security; intelligent information transmission techniques; ML and AI for network monitoring and control; intelligent network protocols

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

Signal Processing and Machine Learning in Real-Life Processes

edited by

Miguel Enrique Iglesias Martínez

and

Pedro José Fernández de Córdoba Castellá

submission deadline 20 Jan 2026 | 2 articles | Viewed by 4115 | 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)

Methods, Analysis and Applications in Computational Neuroscience

edited by Giovanny Sánchez

submission deadline 20 Jan 2026 | 2 articles | Viewed by 2056 | Submission Open

Keywords: large-scale neural networks; axon and dendrites; neuromorphic architectures; synaptic transmission

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

Fractional Differential Equations, Inclusions and Inequalities with Applications: 3rd Edition

edited by

Sotiris K. Ntouyas

submission deadline 20 Jan 2026 | 3 articles | Viewed by 1105 | Submission Open

Keywords: fractional differential equations; fractional differential inclusions; fractional inequalities; boundary value problem; existence

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

Optimization Theory, Method and Application, 2nd Edition

edited by

Chao Zhang

and

Yang Zhou

submission deadline 20 Jan 2026 | 2 articles | Viewed by 945 | Submission Open

Keywords: optimality theory; dual theory; nonsmooth optimization; smoothing method; stochastic approximation method; integer programming; combinatorial optimization; metaheuristics and heuristics; applications

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

High-Order Numerical Methods and Computational Fluid Dynamics

edited by

KyungSung Kim

submission deadline 20 Jan 2026 | 1 articles | Viewed by 741 | Submission Open

Keywords: high-order numerical method; computational fluid dynamics; particle-based simulation method; neural network in CFD; numerical schemes and algorithms; high-order hydrodynamics

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

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 20 Jan 2026 | Viewed by 576 | 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)

Securing Software Through Mathematics and Domain-Specific Knowledge: Innovations and Applications

edited by Wei Zheng and Xiaoxue Wu

submission deadline 20 Jan 2026 | Viewed by 323 | Submission Open

Keywords: domain knowledge graph; software security; vulnerability analysis; security testing; formal methods; AI in cybersecurity; LLMS for software security; LLM security; IoT security; blockchain security; adversarial machine learning

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

Machine Learning and Graph Neural Networks

edited by

Shuai Zhao

submission deadline 20 Jan 2026 | Viewed by 285 | Submission Open

Keywords: machine learning; graph neural networks; deep learning; Internet of Things; computer vision

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

Mathematical Models and Computational Methods in Engineering: From Finite Element Analysis to Geometric Modeling

edited by

Yue Jia

submission deadline 20 Jan 2026 | Viewed by 183 | Submission Open

Keywords: isogeometric analysis (IGA); finite element method (FEM); computational mechanics; mathematical modeling; numerical algorithms; computer-aided geometric design (CAGD); spline-based methods; high-performance computing; engineering applications; simulation and modeling

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

Applications of Deep Neural Networks in Biomedical Informatics

edited by

Wenming Cao

, Man-Fai Leung and Dan Dai

submission deadline 20 Jan 2026 | Viewed by 135 | Submission Open

Keywords: medical image analysis; precision medicine; explainable AI; multimodal data fusion; healthcare data analysis

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

Complex System Dynamics and Mathematical Biology

edited by Song Feng

submission deadline 20 Jan 2026 | Viewed by 120 | 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 Foundations and Practical Applications of Data Mining and Deep Learning

edited by

Sekyoung Youm

submission deadline 20 Jan 2026 | Viewed by 105 | Submission Open

Keywords: mathematical foundations of data mining and deep learning; optimization and statistical learning for AI-driven decision support; probabilistic models and computational methods in AI; graph theory and matrix computations for smart systems; mathematical modeling for automation and process optimization; cryptanalysis; privacy-preserving AI; and secure machine learning; industrial applications of AI in manufacturing; healthcare; and finance

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

Quantum-Augmented Networks: Foundations, Models and Architecture

edited by Abhishek Parakh and Mahadevan Subramaniam

submission deadline 20 Jan 2026 | Viewed by 95 | Submission Open

Keywords: routing algorithms in quantum– classical hybrid networks; congestion avoidance; security protocols; interoperability issues; multimodal transmission; bandwith optimization; architecture and interfaces; network theory for hybrid systems (topology and information flow); network reliability and fault tolerance; cryptographic protocols; scalability challenges; quantum– classical interfaces; quantum optics and hybrid photonics

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

Applied Mathematics and Intelligent Control in Electrical Engineering

edited by

Helga Silaghi

and

Claudiu Raul Costea

submission deadline 30 Jan 2026 | 12 articles | Viewed by 22692 | Submission Open

Keywords: applied mathematics; mathematical modelling; numerical methods; numerical simulation; electrical engineering; electrical machines; electrical drive systems; artificial intelligence; power electronics; industrial applications; special electric drives; control of electric vehicles; energy systems; robotic systems

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

Computational Intelligence in Management Science and Finance

edited by

Giacomo Di Tollo

submission deadline 30 Jan 2026 | 3 articles | Viewed by 14751 | Submission Open

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

Stochastic System Analysis and Control

edited by Tianliang Zhang, Xiangyun Lin and Xiushan Jiang

submission deadline 30 Jan 2026 | 6 articles | Viewed by 6748 | Submission Open

Keywords: stochastic modeling; noise analysis; stochastic processes; control strategies; optimization; system analysis; engineering applications; statistical methods; stochastic reinforcement learning; stochastic partial differential equations; practical implementations

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

Graph Theory and Applications, 3rd Edition

edited by

Darren Narayan

submission deadline 30 Jan 2026 | 6 articles | Viewed by 2891 | Submission Open

Keywords: graph theory; biology; computer science; complex and social networks; engineering

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

Current Research in Biostatistics, 2nd Edition

edited by

Miguel Ángel Montero-Alonso

and

Juan De Dios Luna del Castillo

submission deadline 30 Jan 2026 | 1 articles | Viewed by 1129 | Submission Open

Keywords: diagnostic models; causal inference; computational biostatistics; measures of association; prognostic models

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

Dynamic Analysis and Decision-Making in Complex Networks

edited by Dun Han

submission deadline 30 Jan 2026 | 2 articles | Viewed by 1086 | Submission Open

Keywords: complex networks; dynamic systems; network decision-making; evolutionary game theory; diffusion and propagation; multi-agent systems; stability and control; network optimization; multilayer networks; data-driven modeling

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

Advanced Filtering and Control Methods for Stochastic Systems

edited by Fan Wang and

Qiang Li

submission deadline 30 Jan 2026 | 1 articles | Viewed by 485 | Submission Open

Keywords: stochastic systems; networked control systems; Kalman filter and variants; robust control; H-infinity filtering; stochastic optimal control; model predictive control; data-driven estimation; machine learning in control; distributed filtering; fault detection and diagnosis

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

Computational Biomechanics and Numerical Analysis: Algorithms and Applications

edited by

Christopher René Torres San Miguel

and

Juan Carlos Jauregui-Correa

submission deadline 30 Jan 2026 | Viewed by 473 | Submission Open

Keywords: computational biomechanics; numerical analysis in biomechanics; tissue mechanics; prosthesis design and optimization; analysis of biomaterials; passive safety in biomechanics; fatigue analysis in biomechanics; medical robotics in biomechanics; computational models in biomechanics; rehabilitation technologies; algorithmic advancements in biomechanics; vibrations in biomechanics

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

Advances in Control Systems for Intelligent and Resilient Engineering Applications

edited by

Aydin Azizi

,

Reza Vatankhah Barenji

, Meisam Babaie and Farhad Salek

submission deadline 30 Jan 2026 | Viewed by 192 | Submission Open

Keywords: intelligent and nonlinear control methods; adaptive and robust control; machine learning in control systems; control applications in industry 4.0/5.0; digital twins and predictive control; cyber– physical and embedded control systems; human-centric and collaborative automation; multi-agent and distributed control; control strategies for renewable energy systems; fuzzy logic; neural networks; and hybrid control techniques

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

Low-Quality Multimodal Data Fusion: Methodologies and Applications

edited by

Liang Zhao

,

Qingchen Zhang

and Boxiang Dong

submission deadline 30 Jan 2026 | Viewed by 172 | Submission Open

Keywords: low-quality multimodal data fusion and analysis; data availability theory for multimodal data; multimodal feature learning; incomplete multimodal data fusion; few-shot cross-modal retrieval; domain adaption and transfer learning; meta learning for low-quality multimodal data; deep neural networks for low-quality multimodal data; graph theory for low-quality multimodal data; knowledge discovery for low-quality multimodal data; AI methods for multimodal data; industrial applications based on low-quality multimodal data fusion; medical applications based on low-quality multimodal data fusion; other advanced applications based on low-quality multimodal data fusion

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

Stochastic Differential Equations and Applications

edited by Ioannis S. Stamatiou and Christos P. Kitsos

submission deadline 30 Jan 2026 | Viewed by 162 | Submission Open

Keywords: stochastic differential equations; numerical methods for stochastic differential equations; stochastic processes; mathematical finance

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

New Insights in Machine Learning (ML) and Deep Neural Networks

edited by

Yanming Guo

, Yu Liu, Tianyuan Yu and Mingrui Lao

submission deadline 31 Jan 2026 | 5 articles | Viewed by 18597 | 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)

Advances in Fuzzy Decision Theory and Applications, 2nd Edition

edited by

Jun Ye

and

Yanhui Guo

submission deadline 31 Jan 2026 | 6 articles | Viewed by 12649 | Submission Open

Keywords: fuzzy theory; fuzzy decision theory and method; decision making; multicriteria decision making; group decision making; engineering and scientific applications

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

Advances in Switched Systems and Control Theory: Theory and Application

edited by Ben Niu, Yonggui Kao, Yuanxin Li and Xin Wang

submission deadline 31 Jan 2026 | 10 articles | Viewed by 11288 | Submission Open

Keywords: switched system; switched nonlinear MASs; stochastic switched systems; cyber-physical systems; consensus tracking control; intelligent control technique; adaptive control; network attacks

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

Mathematical Modeling and Numerical Analysis with Applications in Various Fields

edited by Irina G. Nizovtseva

submission deadline 31 Jan 2026 | 10 articles | Viewed by 11112 | Submission Open

Keywords: mathematical modeling; analytical solutions; numerical analysis; aproximation; multiscale problems; stability; convergence; complexity

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

Dynamic Modeling and Simulation for Control Systems, 3rd Edition

edited by

Adrian Olaru

, Gabriel Frumusanu and

Catalin Alexandru

submission deadline 31 Jan 2026 | 7 articles | Viewed by 11053 | Submission Open

Keywords: mathematical modeling; numerical simulation; optimization algorithms; control systems; time response analysis; time-delay systems; feedback control; networked control; stochastic control; fault detection; robust control; adaptive control; frequency response analysis; stability analysis; fuzzy logic; data acquisition; neural networks; artificial intelligence; mechanical and electrical interaction; physical engineering design

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

Data Hiding, Steganography and Its Application

edited by

Cheonshik Kim

and

Ki-Hyun Jung

submission deadline 31 Jan 2026 | 5 articles | Viewed by 10025 | Submission Open

Keywords: steganography; steganalysis; watermarking; data hiding; multimedia; social nnetwork; image processing

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

Artificial Intelligence: Deep Learning and Computer Vision

edited by

Juan Manuel Rendón-Mancha

and

Edgar Roman-Rangel

submission deadline 31 Jan 2026 | 8 articles | Viewed by 9910 | Submission Open

Keywords: artificial intelligence; deep learning; computer vision; image classification; image segmentation; image restoration; robot or vehicle autonomous navigation; image-based deep reinforcement learning; generative deep models; computational methods for computer vision; intelligent systems; optimization algorithms for computer vision

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

Chaotic Systems and Their Applications, 2nd Edition

edited by

Chunhua Wang

and

Hairong Lin

submission deadline 31 Jan 2026 | 6 articles | Viewed by 9162 | Submission Open

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

The Delay Differential Equations and Their Applications

edited by Hebatallah J. Alsakaji and

Snezhana Hristova

submission deadline 31 Jan 2026 | 4 articles | Viewed by 8299 | Submission Open

Keywords: bifurcation; fractional-order; epidemic models; Lyapunov functionals; predator– prey model; sensitivity; stability; stationary distribution; stochastic perturbations; time delays

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

Finite-Time/Fixed-Time Stability and Control of Dynamical Systems

edited by

Leimin Wang

and

Cheng Hu

submission deadline 31 Jan 2026 | 6 articles | Viewed by 7227 | Submission Open

Keywords: finite-time stability; fixed-time stability; finite-time synchronization; fixed-time synchronization; neural networks; complex networks; multi-agent systems; time-delay systems; control theory; control engineering

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

Machine Learning: Mathematical Foundations and Applications

edited by

Haolan Zhang

, Xingsen Li and Yunfa Fu

submission deadline 31 Jan 2026 | 3 articles | Viewed by 7153 | 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)

Financial Mathematics, 3rd Edition

edited by

Antonella Basso

submission deadline 31 Jan 2026 | 3 articles | Viewed by 7001 | Submission Open

Keywords: financial mathematics; bonds and interest rates dynamics; asset allocation and portfolio theory; derivatives and option pricing; credit and sovereign risks; socially responsible investments; performance evaluation of mutual funds; data envelopment analysis; machine learning algorithms; neural networks

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

Advances in Nonlinear Analysis: Theory, Methods and Applications

edited by Ivan P. Jordanov

submission deadline 31 Jan 2026 | 6 articles | Viewed by 5723 | Submission Open

Keywords: complex systems; mathematical modelling; agent models; nonlinear dynamics; nonlinear PDEs; nonlinear analysis; mathematical economics; financial mathematics

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

Machine Learning and Statistical Learning with Applications

edited by

Guang Lin

, Zecheng Zhang and

Christian Moya

submission deadline 31 Jan 2026 | 3 articles | Viewed by 5528 | Submission Open

Keywords: ML and SL model algorithm developments; ML and SL applications for predictive science and engineering; physics-informed neural network model development and applications; operator learning model development and applications; ML algorithms and approaches to handling out-of-distribution; data imbalance; data fusion; etc.; federated learning algorithm development and applications; differential privacy-based ML algorithm development and applications; uncertainty quantification for ML and SL algorithms and applications; large-language model development and applications

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

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