Milićević Srđan and Bajić Buda and Vidojević Katarina and Delić Marija: Classification of melanoma patients treated by immunotherapy.
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Abstract
This paper presents the classification of melanoma patients treated with immunotherapy, based on percentiles of standardized uptake value. The effects of therapy treatment on three organs of interest, lung, thyroid, and bowel are divided into two categories: with and without immunerelated adverse events. Three well-known classification methods were used: logistic regression, support vector machine, and k-nearest neighbors. Due to the small data set and class imbalance, the emphasis was on choosing the appropriate metric. For testing, K-fold cross-validation was implemented and the obtained numerical results were analyzed and discussed.
| Item Type: | Conference or Workshop Item |
|---|---|
| Journal or Publication Title: | Proceedings of the International Symposium on Analytical and Environmental Problems |
| Date: | 2024 |
| Volume: | 30 |
| ISBN: | 978-963-688-009-5 |
| Page Range: | pp. 119-123 |
| Language: | English |
| Publisher: | University of Szeged |
| Place of Publication: | Szeged |
| Event Title: | 30th International Symposium on Analytical and Environmental Problems |
| Event Type: | Conference |
| Event Location: | Szeged |
| Event Dates: | 2024. október 7-8. |
| Related URLs: | https://acta.bibl.u-szeged.hu/85607/ |
| Uncontrolled Keywords: | Rákbetegség kezelése - immunterápia - osztályozás - módszer |
| Additional Information: | Bibliogr.: 123. p. ; ill. ; összefoglalás angol nyelven |
| Subjects: | 03. Medical and health sciences 03. Medical and health sciences > 03.02. Clinical medicine 03. Medical and health sciences > 03.03. Health sciences |
| Date Deposited: | 2024. Nov. 21. 13:12 |
| Last Modified: | 2024. Nov. 21. 13:12 |
| URI: | http://acta.bibl.u-szeged.hu/id/eprint/85686 |
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