Reinaldo Abreu
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reinaldodias.bsky.social
Reinaldo Abreu
@reinaldodias.bsky.social
27 followers 220 following 1 posts
🧑🏾‍💻🧪 🇧🇷 I research Artificial Immune Systems and Brain-Computer Interface.
👨🏽‍🎓 Master's student in Computer Science (USP/ICMC).
🎓 Bachelor's degree in Computer Science (IFNMG).

🔗 https://linktr.ee/reinaldoabreu
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🧪 Publication Available! 📖 "Subsampling Supported by Artificial Immune Systems to Enhance Data Balancing in Healthcare Contexts." We explore how Artificial Immune Systems address data balancing challenges in health applications.

📌 Paper: proceedings.science/sbpo/sbpo-20...
The image in Portuguese shows the home page of the published paper, containing the following summary of the research: “Data imbalance represents a significant challenge in the analysis and classification of datasets, particularly when applying subsampling techniques. One-sided selection (OSS) is a commonly used approach; however, its effectiveness can be limited due to the inefficient removal of redundant examples from the majority class. This paper proposes an alternative solution, called Subsampling Supported by Artificial Immune Systems (SSAIS), which takes advantage of the pattern detection principles of artificial immune networks to enable more informed selection in OSS. Dealing with unbalanced data remains an ongoing challenge in the health sector, which is why this document uses a dataset related to diabetes management to demonstrate the effectiveness of the proposed methodology.”
November 22, 2024 at 7:40 PM