Applications of Machine Learning and Pattern Recognition

Dear Colleagues,

The integration of machine learning (ML) and pattern recognition techniques into mathematical modeling has opened new frontiers across scientific and engineering disciplines. From data-driven inference to intelligent decision-making, these methods have demonstrated remarkable capabilities in extracting structure, identifying trends, and enabling predictive analytics in complex systems.

This Special Issue aims to highlight recent advances in the mathematical foundations, algorithmic innovations, and practical applications of machine learning and pattern recognition. We welcome contributions that explore theoretical models, optimization strategies, and performance analysis, as well as interdisciplinary applications in areas such as signal processing, computer vision, biomedical engineering, and financial mathematics.

Topics of interest include, but are not limited to, the following:

• Mathematical modelling of learning algorithms;
• Pattern recognition theory and applications;
• Optimization and convergence analysis;
• Neural architectures and interpretability;
• Multi-task and transfer learning;
• Statistical learning and probabilistic inference;
• Applications in image, speech, and time-series data;
• Hybrid systems and modular design frameworks.

We invite original research articles, review papers, and short communications that advance the understanding and application of ML and pattern recognition from a mathematical perspective.

Dr. Ka-Hou Chan
Guest Editor

Manuscript Submission Information

Manuscripts should be submitted online at www.mdpi.com by registering and logging in to this website. Once you are registered, click here to go to the submission form. Manuscripts can be submitted until the deadline. All submissions that pass pre-check are peer-reviewed. Accepted papers will be published continuously in the journal (as soon as accepted) and will be listed together on the Special Issue website. Research articles, review articles as well as short communications are invited. For planned papers, a title and short abstract (about 250 words) can be sent to the Editorial Office for assessment.

Submitted manuscripts should not have been published previously, nor be under consideration for publication elsewhere (except conference proceedings papers). All manuscripts are thoroughly refereed through a single-anonymized peer-review process. A guide for authors and other relevant information for submission of manuscripts is available on the Instructions for Authors page. Mathematics is an international peer-reviewed open access semimonthly journal published by MDPI.

Please visit the Instructions for Authors page before submitting a manuscript. The Article Processing Charge (APC) for publication in this open access journal is 2600 CHF (Swiss Francs). Submitted papers should be well formatted and use good English. Authors may use MDPI's English editing service prior to publication or during author revisions.