Klasik Türk Müziʇi Makamlarinin Derin Anlama Aʇlari ile Siniflandirilmasi

Merve Ayyuce Kizrak; Bulent Bolat

doi:10.1109/SIU.2015.7129877

Klasik Türk Müziʇi Makamlarinin Derin Anlama Aʇlari ile Siniflandirilmasi

Translated title of the contribution: Classification of Classic Turkish Music Makams by using Deep Belief Networks

Merve Ayyuce Kizrak, Bulent Bolat

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

4 Citations (Scopus)

Abstract

Through this work, six most known Classic Turkish Music Makams (CTM) were classified by using Deep Belief Networks (DBN). The Mel and delta-Mel Frequency Cepstral Coefficients (MFCC) were used as features. The best correct recognition ratio was obtained as 92.70% by using Deep Belief Networks and Mel frequency epstral coefficients. This result is better than the recent works reported in the literature.

Translated title of the contribution	Classification of Classic Turkish Music Makams by using Deep Belief Networks
Original language	Turkish
Title of host publication	2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	527-530
Number of pages	4
ISBN (Electronic)	9781467373869
DOIs	https://doi.org/10.1109/SIU.2015.7129877
Publication status	Published - 19 Jun 2015
Externally published	Yes
Event	2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Malatya, Turkey Duration: 16 May 2015 → 19 May 2015

Publication series

Name	2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Proceedings

Conference

Conference	2015 23rd Signal Processing and Communications Applications Conference, SIU 2015
Country/Territory	Turkey
City	Malatya
Period	16/05/15 → 19/05/15

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10.1109/SIU.2015.7129877

Cite this

Kizrak, M. A., & Bolat, B. (2015). Klasik Türk Müziʇi Makamlarinin Derin Anlama Aʇlari ile Siniflandirilmasi. In 2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Proceedings (pp. 527-530). Article 7129877 (2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Proceedings). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/SIU.2015.7129877

Kizrak, Merve Ayyuce ; Bolat, Bulent. / Klasik Türk Müziʇi Makamlarinin Derin Anlama Aʇlari ile Siniflandirilmasi. 2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2015. pp. 527-530 (2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Proceedings).

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title = "Klasik T{\"u}rk M{\"u}ziʇi Makamlarinin Derin Anlama Aʇlari ile Siniflandirilmasi",

abstract = "Through this work, six most known Classic Turkish Music Makams (CTM) were classified by using Deep Belief Networks (DBN). The Mel and delta-Mel Frequency Cepstral Coefficients (MFCC) were used as features. The best correct recognition ratio was obtained as 92.70% by using Deep Belief Networks and Mel frequency epstral coefficients. This result is better than the recent works reported in the literature.",

keywords = "Classic turkish music, Deep belief networks, Mel frequency cepstral coefficients, Music information retrieval",

author = "Kizrak, {Merve Ayyuce} and Bulent Bolat",

note = "Publisher Copyright: {\textcopyright} 2015 IEEE.; 2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 ; Conference date: 16-05-2015 Through 19-05-2015",

year = "2015",

month = jun,

day = "19",

doi = "10.1109/SIU.2015.7129877",

language = "T{\"u}rk{\c c}e",

series = "2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Proceedings",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "527--530",

booktitle = "2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Proceedings",

}

Kizrak, MA & Bolat, B 2015, Klasik Türk Müziʇi Makamlarinin Derin Anlama Aʇlari ile Siniflandirilmasi. in 2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Proceedings., 7129877, 2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Proceedings, Institute of Electrical and Electronics Engineers Inc., pp. 527-530, 2015 23rd Signal Processing and Communications Applications Conference, SIU 2015, Malatya, Turkey, 16/05/15. https://doi.org/10.1109/SIU.2015.7129877

Klasik Türk Müziʇi Makamlarinin Derin Anlama Aʇlari ile Siniflandirilmasi. / Kizrak, Merve Ayyuce; Bolat, Bulent.
2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2015. p. 527-530 7129877 (2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Proceedings).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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AU - Kizrak, Merve Ayyuce

AU - Bolat, Bulent

PY - 2015/6/19

Y1 - 2015/6/19

N2 - Through this work, six most known Classic Turkish Music Makams (CTM) were classified by using Deep Belief Networks (DBN). The Mel and delta-Mel Frequency Cepstral Coefficients (MFCC) were used as features. The best correct recognition ratio was obtained as 92.70% by using Deep Belief Networks and Mel frequency epstral coefficients. This result is better than the recent works reported in the literature.

AB - Through this work, six most known Classic Turkish Music Makams (CTM) were classified by using Deep Belief Networks (DBN). The Mel and delta-Mel Frequency Cepstral Coefficients (MFCC) were used as features. The best correct recognition ratio was obtained as 92.70% by using Deep Belief Networks and Mel frequency epstral coefficients. This result is better than the recent works reported in the literature.

KW - Classic turkish music

KW - Deep belief networks

KW - Mel frequency cepstral coefficients

KW - Music information retrieval

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U2 - 10.1109/SIU.2015.7129877

DO - 10.1109/SIU.2015.7129877

M3 - Konferans katkısı

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T3 - 2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Proceedings

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BT - 2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2015 23rd Signal Processing and Communications Applications Conference, SIU 2015

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Kizrak MA, Bolat B. Klasik Türk Müziʇi Makamlarinin Derin Anlama Aʇlari ile Siniflandirilmasi. In 2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc. 2015. p. 527-530. 7129877. (2015 23rd Signal Processing and Communications Applications Conference, SIU 2015 - Proceedings). doi: 10.1109/SIU.2015.7129877

Klasik Türk Müziʇi Makamlarinin Derin Anlama Aʇlari ile Siniflandirilmasi

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