ARCHIVES
Research Article
Music Genre Classification Using Machine Learning
Pulkit Gigoo1
Prof.Dnyaneshwar Kanade2
12Electronics and Communication Department, Vishwakarma Institute of Technology, Pune, Maharashtra, India.
Published Online: May-June 2022
Pages: 513-517
Cite this article
No DOIReferences
[1] McKinney,Martin,andJeroenBreebaart. "Features for audio and music classification."(2003).
[2] O’Shea,Keiron,andRyanNash."An introduction to convolutionalneural networks." arXiv preprint arXiv:1511.08458(2015).
[3] Bisharad,Dipjyoti,andRabulHussainLaskar."Music Genre Recognition Using Residual Neural Networks."InTENCON2019-
2019IEEERegion10 Conference (TENCON), pp. 2063-2068. IEEE,2019.
[4] Zhang, Scott, HuapingGu, and Rongbin Li. "MUSIC GENRE CLASSIFICATION: NEAR-REALTIME VSSEQUENTIAL APPROACH."
(2019).
[5] Chillara, Snigdha, A. S. Kavitha, Shwetha A. Neginhal, Shreya Haldia, andK.S.Vidyullatha."MusicGenreClassification
usingMachineLearning Algorithms: A comparison."(2019).
[6] Bahuleyan,Hareesh."Musicgenreclassificationusingmachinelearning techniques." arXiv preprint arXiv:1804.01149(2018).
[7] Yang,Hansi,andWei-QiangZhang."MusicGenreClassificationUsing
DuplicatedConvolutionalLayersinNeuralNetworks."InINTERSPEECH, pp. 3382-3386. 2019.
[8] Gessle, Gabriel, and Simon Åkesson. "A comparative analysis of CNN and LSTM for music genre classification."(2019).
[9] Defferrard, Michaël, KirellBenzi, Pierre Vandergheynst, and Xavier Bresson. "Fma: A dataset for music analysis." arXiv preprint
arXiv:1612.01840(2016).
[10] George,Tzanetakis,EsslGeorg,andCookPerry."Automaticmusical
genreclassificationofaudiosignals."InProceedingsofthe2ndinternational symposium on music information retrieval, Indiana .2001.
[11] Srivastava,Nitish,GeoffreyHinton,AlexKrizhevsky, IlyaSutskever,
andRuslanSalakhutdinov."Dropout:asimplewaytopreventneuralnetworks
fromoverfitting."Thejournalofmachinelearningresearch15,no.1(2014): 1929-1958.
[12] Grossi,Enzo,andMassimoBuscema."Introduction toartificial neural
networks."Europeanjournalofgastroenterology&hepatology19,no.12 (2007):1046-1054.
[13] Weston,Jason,andChrisWatkins."Supportvectormachinesformulti- class pattern recognition." In Esann, vol. 99, pp. 219-
224.1999.
[14] Chang, Kaichun K., Jyh-Shing Roger Jang, and Costas S. Iliopoulos. "Music Genre Classification via Compressive Sampling." In
ISMIR,pp.387- 392. 2010.
[15] Hamel,Philippe,andDouglasEck."Learningfeaturesfrommusicaudio with deep belief networks." In ISMIR, vol. 10, pp. 339-
344.2010.
[16] Zlatintsi, Athanasia, and Petros Maragos. "Comparison of different representations based on nonlinear features for music genre
classification." In201422ndEuropeanSignalProcessingConference(EUSIPCO),pp.1547- 1551. IEEE,2014.
[2] O’Shea,Keiron,andRyanNash."An introduction to convolutionalneural networks." arXiv preprint arXiv:1511.08458(2015).
[3] Bisharad,Dipjyoti,andRabulHussainLaskar."Music Genre Recognition Using Residual Neural Networks."InTENCON2019-
2019IEEERegion10 Conference (TENCON), pp. 2063-2068. IEEE,2019.
[4] Zhang, Scott, HuapingGu, and Rongbin Li. "MUSIC GENRE CLASSIFICATION: NEAR-REALTIME VSSEQUENTIAL APPROACH."
(2019).
[5] Chillara, Snigdha, A. S. Kavitha, Shwetha A. Neginhal, Shreya Haldia, andK.S.Vidyullatha."MusicGenreClassification
usingMachineLearning Algorithms: A comparison."(2019).
[6] Bahuleyan,Hareesh."Musicgenreclassificationusingmachinelearning techniques." arXiv preprint arXiv:1804.01149(2018).
[7] Yang,Hansi,andWei-QiangZhang."MusicGenreClassificationUsing
DuplicatedConvolutionalLayersinNeuralNetworks."InINTERSPEECH, pp. 3382-3386. 2019.
[8] Gessle, Gabriel, and Simon Åkesson. "A comparative analysis of CNN and LSTM for music genre classification."(2019).
[9] Defferrard, Michaël, KirellBenzi, Pierre Vandergheynst, and Xavier Bresson. "Fma: A dataset for music analysis." arXiv preprint
arXiv:1612.01840(2016).
[10] George,Tzanetakis,EsslGeorg,andCookPerry."Automaticmusical
genreclassificationofaudiosignals."InProceedingsofthe2ndinternational symposium on music information retrieval, Indiana .2001.
[11] Srivastava,Nitish,GeoffreyHinton,AlexKrizhevsky, IlyaSutskever,
andRuslanSalakhutdinov."Dropout:asimplewaytopreventneuralnetworks
fromoverfitting."Thejournalofmachinelearningresearch15,no.1(2014): 1929-1958.
[12] Grossi,Enzo,andMassimoBuscema."Introduction toartificial neural
networks."Europeanjournalofgastroenterology&hepatology19,no.12 (2007):1046-1054.
[13] Weston,Jason,andChrisWatkins."Supportvectormachinesformulti- class pattern recognition." In Esann, vol. 99, pp. 219-
224.1999.
[14] Chang, Kaichun K., Jyh-Shing Roger Jang, and Costas S. Iliopoulos. "Music Genre Classification via Compressive Sampling." In
ISMIR,pp.387- 392. 2010.
[15] Hamel,Philippe,andDouglasEck."Learningfeaturesfrommusicaudio with deep belief networks." In ISMIR, vol. 10, pp. 339-
344.2010.
[16] Zlatintsi, Athanasia, and Petros Maragos. "Comparison of different representations based on nonlinear features for music genre
classification." In201422ndEuropeanSignalProcessingConference(EUSIPCO),pp.1547- 1551. IEEE,2014.
Related Articles
2022
A Review on Bamboo Reinforced Concrete Beam
2022
FARMERS AGRICULTURAL PORTAL
2022
Sentiment Analysis of Religious Tweets
2022
Enhancement of beam strength by using bamboo as reinforcement in place of steel bars
2022
A Review on Anomaly Detection using PYOD Package
2022