Recent Advances in Algorithms for Neural Networks
A special issue of Mathematical and Computational Applications (ISSN 2297-8747).
Deadline for manuscript submissions: 31 March 2026 | Viewed by 385
Special Issue Editors
Interests: machine learning; deep learning; natural language processing/machine learning; computer vision; medical image processing
2. 3S Holding OÜ, Uus-Veeriku tee 1, 62220 Tartu, Estonia
Interests: multimodal emotion recognition; applied machine learning; computer vision; human-robot interaction
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Special Issue Information
Dear Colleagues,
The field of neural networks has seen significant strides over the past few years, driven by advancements in both theoretical understanding and practical implementations. These innovations continue to reshape various domains, including computer vision, natural language processing, healthcare, finance, and robotics. The Special Issue "Recent Advances in Algorithms for Neural Networks" aims to collect research papers that highlight cutting-edge developments in neural network architectures, algorithms, and applications.
This Special Issue will encompass a diverse range of topics that reflect the multi-faceted nature of neural networks:
- new architectures and learning paradigms;
- optimization techniques;
- regularization and generalization;
- explainability and interpretability;
- applications and real-world impact;
- theoretical insights.
Overall, this Special Issue will underscore the diverse and evolving landscape of neural network research. It will showcase the state-of-the-art techniques that are pushing the boundaries of what is possible, while also highlighting remaining challenges that the field must address. We hope that this collection will inspire further exploration, innovation, and collaboration in neural network research.
Prof. Dr. Marina Marjanovic
Prof. Dr. Anbarjafari Gholamreza
Guest Editors
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 100 words) can be sent to the Editorial Office for announcement on this website.
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-blind peer-review process. A guide for authors and other relevant information for submission of manuscripts is available on the Instructions for Authors page. Mathematical and Computational Applications 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 1600 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.
Keywords
- neural networks
- deep learning
- optimization algorithms
- neural network
- architectures
- explainability
- generalization
- regularization techniques
- machine learning
- artificial intelligence
- real-world applications
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