TY - GEN
T1 - Modeling discourse segments in lyrics using repeated patterns
AU - Watanabe, Kento
AU - Matsubayashi, Yuichiroh
AU - Orita, Naho
AU - Okazaki, Naoaki
AU - Inui, Kentaro
AU - Fukayama, Satoru
AU - Nakano, Tomoyasu
AU - Smith, Jordan B.L.
AU - Goto, Masataka
N1 - Funding Information:
This study utilized the RWC Music Database (Popular Music). This work was partially supported by a Grant-in-Aid for JSPS Research Fellow Grant Number JP16J05945, JSPS KAKENHI Grant Numbers JP15K16045 and JP15H01702, and CREST, JST.
Publisher Copyright:
© 1963-2018 ACL.
PY - 2016
Y1 - 2016
N2 - This study proposes a computational model of the discourse segments in lyrics to understand and to model the structure of lyrics. To test our hypothesis that discourse segmentations in lyrics strongly correlate with repeated patterns, we conduct the first large-scale corpus study on discourse segments in lyrics. Next, we propose the task to automatically identify segment boundaries in lyrics and train a logistic regression model for the task with the repeated pattern and textual features. The results of our empirical experiments illustrate the significance of capturing repeated patterns in predicting the boundaries of discourse segments in lyrics.
AB - This study proposes a computational model of the discourse segments in lyrics to understand and to model the structure of lyrics. To test our hypothesis that discourse segmentations in lyrics strongly correlate with repeated patterns, we conduct the first large-scale corpus study on discourse segments in lyrics. Next, we propose the task to automatically identify segment boundaries in lyrics and train a logistic regression model for the task with the repeated pattern and textual features. The results of our empirical experiments illustrate the significance of capturing repeated patterns in predicting the boundaries of discourse segments in lyrics.
UR - http://www.scopus.com/inward/record.url?scp=85044759768&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85044759768&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85044759768
SN - 9784879747020
T3 - COLING 2016 - 26th International Conference on Computational Linguistics, Proceedings of COLING 2016: Technical Papers
SP - 1959
EP - 1969
BT - COLING 2016 - 26th International Conference on Computational Linguistics, Proceedings of COLING 2016
PB - Association for Computational Linguistics, ACL Anthology
T2 - 26th International Conference on Computational Linguistics, COLING 2016
Y2 - 11 December 2016 through 16 December 2016
ER -