دورية أكاديمية
Comparative performance analysis of machine learning classifiers in detection of childhood pneumonia using chest radiographs
| العنوان: | Comparative performance analysis of machine learning classifiers in detection of childhood pneumonia using chest radiographs |
|---|---|
| المؤلفون: | Sousa, Rafael Teixeira, Marques, Oge, Soares, Fabrizzio Alphonsus Alves de Melo Nunes, Sene Júnior, Iwens Gervasio, Oliveira, Leandro Luis Galdino de, Spoto, Edmundo Sérgio |
| بيانات النشر: | Estados unidos Instituto de Informática - INF (RG) |
| سنة النشر: | 2013 |
| المجموعة: | Repositório da Universidade Federal de Goiás (UFG) |
| مصطلحات موضوعية: | Machine Learning, Computer-aided diagnosis (CAD), Childhood pneumonia |
| الوصف: | This work extends PneumoCAD, a Computer-Aided Diagnosis system for detecting pneumonia in infants using radiographic images [1], with the aim of improving the system’s accuracy and robustness. We implement and compare three contemporary machine learning classifiers, namely: Na¨ıve Bayes, K-Nearest Neighbor (KNN), and Support Vector Machines (SVM). Results of our experiments demonstrate that the SVM classifier produces the best overall results. |
| نوع الوثيقة: | article in journal/newspaper |
| اللغة: | English |
| العلاقة: | SOUSA, Rafael T.; MARQUES, Oge; SOARES, Fabrizzio Alphonsus A. M. N.; SENE JÚNIOR, Iwens I. G.; OLIVEIRA, Leandro L. G.; SPOTO, Edmundo S. Comparative performance analysis of machine learning classifiers in detection of childhood pneumonia using chest radiographs. Procedia Computer Science, New York, v. 18, n. 2013, p. 2579-2582, 2013.; e- 1877-0509; http://repositorio.bc.ufg.br/tede/handle/ri/15079Test |
| DOI: | 10.1016/j.procs.2013.05.444 |
| الإتاحة: | https://doi.org/10.1016/j.procs.2013.05.444Test http://repositorio.bc.ufg.br/tede/handle/ri/15079Test |
| حقوق: | Acesso Aberto |
| رقم الانضمام: | edsbas.BBDB6B6D |
| قاعدة البيانات: | BASE |
| DOI: | 10.1016/j.procs.2013.05.444 |
|---|