A Dataset of Rhythmic Pattern Reproductions and Baseline Automatic Assessment System
| Main Authors: | Falcão, Felipe, Bozkurt, Barış, Serra, Xavier, Andrade, Nazareno, Baysal, Ozan |
|---|---|
| Format: | Proceeding eJournal |
| Bahasa: | eng |
| Terbitan: |
, 2019
|
| Online Access: |
https://zenodo.org/record/3299663 |
| ctrlnum |
3299663 |
|---|---|
| fullrecord |
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<dc schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd"><creator>Falcão, Felipe</creator><creator>Bozkurt, Barış</creator><creator>Serra, Xavier</creator><creator>Andrade, Nazareno</creator><creator>Baysal, Ozan</creator><date>2019-06-07</date><description>This work presents a novel dataset comprised of audio and jury evaluations for rhythmic pattern reproduction performances by students applying for a conservatory. Data was collected in-loco during entrance exams where students were asked to imitate a set of rhythmic patterns played by teachers. In addition to the pass or fail grades provided by the members of the jury during the exam sessions, a subset of the data was also evaluated by external annotators on a 4-level scale. A baseline automatic assessment system is presented to demonstrate the usefulness of the dataset. Preliminary results deliver an accuracy of 76% for a simple pass/fail logistic regression classifier and a mean average error of 0.59 for a linear regression grade estimator. The implementation is also made publicly available to serve as baseline for alternative assessments systems that may leverage the dataset.</description><identifier>https://zenodo.org/record/3299663</identifier><identifier>10.5281/zenodo.3299663</identifier><identifier>oai:zenodo.org:3299663</identifier><language>eng</language><relation>doi:10.5281/zenodo.3299662</relation><rights>info:eu-repo/semantics/openAccess</rights><rights>https://creativecommons.org/licenses/by/4.0/legalcode</rights><title>A Dataset of Rhythmic Pattern Reproductions and Baseline Automatic Assessment System</title><type>Journal:Proceeding</type><type>Journal:Proceeding</type><recordID>3299663</recordID></dc>
|
| language |
eng |
| format |
Journal:Proceeding Journal Journal:eJournal |
| author |
Falcão, Felipe Bozkurt, Barış Serra, Xavier Andrade, Nazareno Baysal, Ozan |
| title |
A Dataset of Rhythmic Pattern Reproductions and Baseline Automatic Assessment System |
| publishDate |
2019 |
| url |
https://zenodo.org/record/3299663 |
| contents |
This work presents a novel dataset comprised of audio and jury evaluations for rhythmic pattern reproduction performances by students applying for a conservatory. Data was collected in-loco during entrance exams where students were asked to imitate a set of rhythmic patterns played by teachers. In addition to the pass or fail grades provided by the members of the jury during the exam sessions, a subset of the data was also evaluated by external annotators on a 4-level scale. A baseline automatic assessment system is presented to demonstrate the usefulness of the dataset. Preliminary results deliver an accuracy of 76% for a simple pass/fail logistic regression classifier and a mean average error of 0.59 for a linear regression grade estimator. The implementation is also made publicly available to serve as baseline for alternative assessments systems that may leverage the dataset. |
| id |
IOS17403.3299663 |
| institution |
Universitas PGRI Palembang |
| institution_id |
189 |
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library:university library |
| library |
Perpustakaan Universitas PGRI Palembang |
| library_id |
587 |
| collection |
Marga Life in South Sumatra in the Past: Puyang Concept Sacrificed and Demythosized |
| repository_id |
17403 |
| city |
KOTA PALEMBANG |
| province |
SUMATERA SELATAN |
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IOS17403 |
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2022-07-26T01:35:29Z |
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2022-07-26T01:35:29Z |
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dc |
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17.610363 |