Data · dataset · 2019
Shared Acoustic Codes Underlie Emotional Communication in Music and Speech - Evidence from Deep Transfer Learning
Listed in University of Liverpool Research Data Catalogue
Datasets used in the article "Shared Acoustic Codes Underlie Emotional Communication in Music and Speech - Evidence from Deep Transfer Learning" (Coutinho & Schuller, 2017).
Description
In that article four different data sets were used: SEMAINE, RECOLA, ME14 and MP (acronyms and datasets described below). The SEMAINE (speech) and ME14 (music) corpora were used for the unsupervised training of the Denoising Auto-encoders (domain adaptation stage) - only the audio features extracted from the audio files in these corpora were used and are provided in this repository.
The RECOLA (speech) and MP (music) corpora were used for the supervised training phase - both the audio features extracted from the audio files and the Arousal and Valence annotations were used. In this repository, we provide the audio features extracted from the audio files for both corpora, and Arousal and Valence annotations for some of the music datasets (those that the author of this repository is the data curator).
Links
Where it is published
- DOI doi.org/10.17638/datacat.liverpool.ac.uk/718 ↗
DOI / persistent id · from datacat liverpool ac uk
Catalogue records · 1
- OAI-PMH record datacat.liverpool.ac.uk/cgi/oai2?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3… ↗
metadata API · from datacat liverpool ac uk
Topics
- From keywords
- Earth & Environmental Science
- Inferred from text
- Audio 75%
Provenance · 1 source records, 5 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| University of Liverpool Research Data Catalogue | oai:datacat.liverpool.ac.uk:718 | 17 h ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| concepts[field].local:field:earth-environmental | mapping · datacat liverpool ac uk | connector:datacat_liverpool_ac_uk@1.0.0 | |
| concepts[modality].local:modality:audio | enrichment · datacat liverpool ac uk | keyword-concept-rules@1.0.0 | title+description (75%) |
| description | source · datacat liverpool ac uk | connector:datacat_liverpool_ac_uk@1.0.0 | /metadata/dc/description |
| publication_date | source · datacat liverpool ac uk | connector:datacat_liverpool_ac_uk@1.0.0 | |
| title | source · datacat liverpool ac uk | connector:datacat_liverpool_ac_uk@1.0.0 | /metadata/dc/title |