Recent Advances in Data Science and Symmetry in AI: Theory and Applications
Deadline for manuscript submissions: closed (29 February 2024) | Viewed by 443
Interests: condition monitoring
As data plays a key role in the development of theories and applications in artificial intelligence, the focus of AI has been transferred from model-central research to data-central research. In recent years, there has been an increasing interest in AI to deal with data issues including unbalanced samples, small samples and low-quality samples. For example, the AI method for fault diagnosis under unbalanced samples has been investigated, which provides less health information and decreases the accuracy of anomaly detection. Despite numerous works on related topics published in various journals and academic forums, some key issues related to the topic of data science and symmetry in AI remain unexplored and unaddressed.
Therefore, the aim of this Special Issue is to present advanced research on both theories and applications of artificial intelligence in dealing with data issues, especially regarding the design of efficient and effective data analysis models, algorithms and systems to improve reasoning and treatment.
We are soliciting contributions (research and review articles) covering a broad range of topics regarding the symmetry and asymmetry in data Science and symmetry in AI, including, though not limited to, the following:
- Data processing in artificial intelligence;
- Feature engineering in artificial intelligence;
- Applications of artificial intelligence for data issues;
- Improved artificial intelligence algorithms for data issues;
- A development review of the data science in AI.
Dr. Diyin Tang
Dr. Danyang Han
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. Symmetry is an international peer-reviewed open access monthly 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 2400 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.
- data processing
- intelligent data analysis
- feature engineering