Classification of melanoma patients treated by immunotherapy
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 ev...
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| Dokumentumtípus: | Könyv része |
| Megjelent: |
University of Szeged
Szeged
2024
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| Sorozat: | Proceedings of the International Symposium on Analytical and Environmental Problems
30 |
| Kulcsszavak: | Rákbetegség kezelése - immunterápia - osztályozás - módszer |
| Tárgyszavak: | |
| Online Access: | http://acta.bibl.u-szeged.hu/85686 |
| Tartalmi kivonat: | 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. |
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| Terjedelem/Fizikai jellemzők: | 119-123 |
| ISBN: | 978-963-688-009-5 |