Pregled bibliografske jedinice broj: 1131636
Steel plate faults classification using MLP classifier
Steel plate faults classification using MLP classifier // Ri-STEM-2021 / Lorencin, Ivan ; Baressi Šegota, Sandi ; Car, Zlatan (ur.).
Rijeka, 2021. str. 57-61 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), ostalo)
CROSBI ID: 1131636 Za ispravke kontaktirajte CROSBI podršku putem web obrasca
Naslov
Steel plate faults classification using MLP
classifier
Autori
Lea Mrakovčić, Zvonimir Žugčić
Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), ostalo
Izvornik
Ri-STEM-2021
/ Lorencin, Ivan ; Baressi Šegota, Sandi ; Car, Zlatan - Rijeka, 2021, 57-61
ISBN
978-953-8246-22-7
Skup
International Student Scientific Conference (Ri-STEM 2021)
Mjesto i datum
Rijeka, Hrvatska, 10.06.2021. - 11.06.2021
Vrsta sudjelovanja
Predavanje
Vrsta recenzije
Međunarodna recenzija
Ključne riječi
Artificial intelligence, Machine Learning, MLP classifier, F1 score, AUC metrics
Sažetak
This article tested MLP Classifier applied on database which describes steel plate faults, given in .csv file, including 27 input features and 7 output classes. Goal was to find optimal parameters in classification process using MLP classifier, hyperparameter tuning was automated. Correlation of input conditions is described and distribution of errors is visualized. Test and train data were separated, then MLP Classifier is applied and fitted. Classification report and accuracy are evaluated using F1 and AUC metrics.
Izvorni jezik
Engleski
Znanstvena područja
Elektrotehnika, Računarstvo, Temeljne tehničke znanosti
POVEZANOST RADA
Ustanove:
Tehnički fakultet, Rijeka
