Naslov
Classification of Asthma Utilizing Integrated Software Suite

Autori
Badnjević, Almir ; Cifrek, Mario

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
IFMBE Proceedings book series (IFMBE, volume 45) / Lacković, Igor ; Vasić, Darko - : Springer, 2015, 415-418

ISBN
978-3-319-11128-5

Skup
6th European Conference of the International Federation for Medical and Biological Engineering

Mjesto i datum
Dubrovnik, Hrvatska, 07.09.2014. - 11.09.2014

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
asthma ; bronchial test ; neural network ; fuzzy logic ; integrated software suite

Sažetak
The aim of this study was to investigate problems in detecting and diagnosing asthma and based on it, to develop method for classification of asthma. This method is implemented through integrated software suite developed to assist physicians in the analysis and interpretation of pulmonary function test results to improve detection, diagnosis and treatment of asthma. The software determines and classifies the asthma based on fuzzy rules and trained neural network. More than one thousand report samples were used for training data. A total of 289 patients, previously diagnosed with asthma or normal lung conditions by physicians, were tested with this tool. The software performed the classification of patients with asthma in 97.22% and with normal lung function in 98.61% cases in concordance with physician's report.

Izvorni jezik
Engleski

Znanstvena područja
Elektrotehnika

POVEZANOST RADA