Information Theory Concepts Applied to the Analysis of Rhythm in Recorded Music with Recurrent Rhythmic Patterns
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M. Rocamora, P. Cancela, and LU. W.. Biscainho, "Information Theory Concepts Applied to the Analysis of Rhythm in Recorded Music with Recurrent Rhythmic Patterns," J. Audio Eng. Soc., vol. 67, no. 4, pp. 160-173, (2019 April.). doi: https://doi.org/10.17743/jaes.2019.0003
M. Rocamora, P. Cancela, and LU. W.. Biscainho, "Information Theory Concepts Applied to the Analysis of Rhythm in Recorded Music with Recurrent Rhythmic Patterns," J. Audio Eng. Soc., vol. 67 Issue 4 pp. 160-173, (2019 April.). doi: https://doi.org/10.17743/jaes.2019.0003
Abstract: This paper proposes a novel approach for rhythmic analysis of recorded percussion music based on information theory. Given an audio recording of a percussion music performance, the algorithm computes a lossy representation that captures much of its underlying regularity but tolerates some amount of distortion. Within a rate-distortion theory framework, the trade-off between rate and distortion allows for the extraction of some relevant information about the performance. Downbeat detection is addressed using lossy coding of an accentuation feature under rate-distortion criteria assuming the correct alignment produces the simplest explanation for the data. Experiments were conducted in order to assess the usefulness of the proposed approach when applied to a dataset of candombe drumming audio recordings. In particular, different performances were compared according to a measure of their overall complexity drawn from the operational rate-distortion curve, yielding results that roughly correspond to subjective judgment and correlate well with personal style and expertise.
@article{rocamora2019information,
author={rocamora, martín and cancela, pablo and biscainho, luiz w.p.},
journal={journal of the audio engineering society},
title={information theory concepts applied to the analysis of rhythm in recorded music with recurrent rhythmic patterns},
year={2019},
volume={67},
number={4},
pages={160-173},
doi={https://doi.org/10.17743/jaes.2019.0003},
month={april},}
@article{rocamora2019information,
author={rocamora, martín and cancela, pablo and biscainho, luiz w.p.},
journal={journal of the audio engineering society},
title={information theory concepts applied to the analysis of rhythm in recorded music with recurrent rhythmic patterns},
year={2019},
volume={67},
number={4},
pages={160-173},
doi={https://doi.org/10.17743/jaes.2019.0003},
month={april},
abstract={this paper proposes a novel approach for rhythmic analysis of recorded percussion music based on information theory. given an audio recording of a percussion music performance, the algorithm computes a lossy representation that captures much of its underlying regularity but tolerates some amount of distortion. within a rate-distortion theory framework, the trade-off between rate and distortion allows for the extraction of some relevant information about the performance. downbeat detection is addressed using lossy coding of an accentuation feature under rate-distortion criteria assuming the correct alignment produces the simplest explanation for the data. experiments were conducted in order to assess the usefulness of the proposed approach when applied to a dataset of candombe drumming audio recordings. in particular, different performances were compared according to a measure of their overall complexity drawn from the operational rate-distortion curve, yielding results that roughly correspond to subjective judgment and correlate well with personal style and expertise.},}
TY - paper
TI - Information Theory Concepts Applied to the Analysis of Rhythm in Recorded Music with Recurrent Rhythmic Patterns
SP - 160
EP - 173
AU - Rocamora, Martín
AU - Cancela, Pablo
AU - Biscainho, Luiz W.P.
PY - 2019
JO - Journal of the Audio Engineering Society
IS - 4
VO - 67
VL - 67
Y1 - April 2019
TY - paper
TI - Information Theory Concepts Applied to the Analysis of Rhythm in Recorded Music with Recurrent Rhythmic Patterns
SP - 160
EP - 173
AU - Rocamora, Martín
AU - Cancela, Pablo
AU - Biscainho, Luiz W.P.
PY - 2019
JO - Journal of the Audio Engineering Society
IS - 4
VO - 67
VL - 67
Y1 - April 2019
AB - This paper proposes a novel approach for rhythmic analysis of recorded percussion music based on information theory. Given an audio recording of a percussion music performance, the algorithm computes a lossy representation that captures much of its underlying regularity but tolerates some amount of distortion. Within a rate-distortion theory framework, the trade-off between rate and distortion allows for the extraction of some relevant information about the performance. Downbeat detection is addressed using lossy coding of an accentuation feature under rate-distortion criteria assuming the correct alignment produces the simplest explanation for the data. Experiments were conducted in order to assess the usefulness of the proposed approach when applied to a dataset of candombe drumming audio recordings. In particular, different performances were compared according to a measure of their overall complexity drawn from the operational rate-distortion curve, yielding results that roughly correspond to subjective judgment and correlate well with personal style and expertise.
This paper proposes a novel approach for rhythmic analysis of recorded percussion music based on information theory. Given an audio recording of a percussion music performance, the algorithm computes a lossy representation that captures much of its underlying regularity but tolerates some amount of distortion. Within a rate-distortion theory framework, the trade-off between rate and distortion allows for the extraction of some relevant information about the performance. Downbeat detection is addressed using lossy coding of an accentuation feature under rate-distortion criteria assuming the correct alignment produces the simplest explanation for the data. Experiments were conducted in order to assess the usefulness of the proposed approach when applied to a dataset of candombe drumming audio recordings. In particular, different performances were compared according to a measure of their overall complexity drawn from the operational rate-distortion curve, yielding results that roughly correspond to subjective judgment and correlate well with personal style and expertise.
Authors:
Rocamora, Martín; Cancela, Pablo; Biscainho, Luiz W.P.
Affiliations:
Universidad de la Re Montevideo, Uruguay; Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil(See document for exact affiliation information.) JAES Volume 67 Issue 4 pp. 160-173; April 2019
Publication Date:
April 5, 2019Import into BibTeX
Permalink:
http://www.aes.org/e-lib/browse.cfm?elib=20449