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Pregled bibliografske jedinice broj: 959565

Lyrics Classification using Naive Bayes

Bužić, Dalibor; Dobša, Jasminka
Lyrics Classification using Naive Bayes // Proceedings of 42nd International Convention on Information and Communication Technology, Electronics and Microelectronics, MIPRO 2018 / Skala, Koralj (ur.).
Rijeka, 2018. str. 1180-1184 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)

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Naslov
Lyrics Classification using Naive Bayes

Autori
Bužić, Dalibor ; Dobša, Jasminka

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

Izvornik
Proceedings of 42nd International Convention on Information and Communication Technology, Electronics and Microelectronics, MIPRO 2018 / Skala, Koralj - Rijeka, 2018, 1180-1184

Skup
41st International Convention on Information and Communication Technology, Electronics and Microelectronics (MIPRO 2018)

Mjesto i datum
Opatija, Hrvatska, 21.05.2018. - 25.05.2018

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Naive Bayes classifier, text classification, machine learning

Sažetak
Text classification is an important and common task in supervised machine learning. The Naive Bayes Classifier is a popular algorithm that can be used for this purpose. The goal of our research was prediction of song performer using Naive Bayes classification algorithm based solely on lyrics. A dataset that has been created consists of lyrics performed by Nirvana and Metallica, 207 songs in total. Model evaluation measures showed very good results: precision of 0.93, recall of 0.95 and F1- measure of 0.94, therefore lyrics classification using Naive Bayes can be considered as successful.

Izvorni jezik
Engleski

Znanstvena područja
Informacijske i komunikacijske znanosti



POVEZANOST RADA

Ustanove:
Fakultet organizacije i informatike, Varaždin,
Visoka škola za informacijske tehnologije, Zagreb

Profili:

Avatar Url Jasminka Dobša (autor)

Avatar Url Dalibor Bužić (autor)

Poveznice na cjeloviti tekst rada:

Pristup cjelovitom tekstu rada www.researchgate.net docs.mipro-proceedings.com

Citiraj ovu publikaciju:

Bužić, Dalibor; Dobša, Jasminka
Lyrics Classification using Naive Bayes // Proceedings of 42nd International Convention on Information and Communication Technology, Electronics and Microelectronics, MIPRO 2018 / Skala, Koralj (ur.).
Rijeka, 2018. str. 1180-1184 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Bužić, D. & Dobša, J. (2018) Lyrics Classification using Naive Bayes. U: Skala, K. (ur.)Proceedings of 42nd International Convention on Information and Communication Technology, Electronics and Microelectronics, MIPRO 2018.
@article{article, author = {Bu\v{z}i\'{c}, Dalibor and Dob\v{s}a, Jasminka}, editor = {Skala, K.}, year = {2018}, pages = {1180-1184}, keywords = {Naive Bayes classifier, text classification, machine learning}, title = {Lyrics Classification using Naive Bayes}, keyword = {Naive Bayes classifier, text classification, machine learning}, publisherplace = {Opatija, Hrvatska} }
@article{article, author = {Bu\v{z}i\'{c}, Dalibor and Dob\v{s}a, Jasminka}, editor = {Skala, K.}, year = {2018}, pages = {1180-1184}, keywords = {Naive Bayes classifier, text classification, machine learning}, title = {Lyrics Classification using Naive Bayes}, keyword = {Naive Bayes classifier, text classification, machine learning}, publisherplace = {Opatija, Hrvatska} }

Časopis indeksira:


  • Web of Science Core Collection (WoSCC)
    • Conference Proceedings Citation Index - Science (CPCI-S)
  • Scopus

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