Music Mood Visualization Using Self-Organizing Maps
Due to an increasing amount of music being made available in digital form in the Internet, an automatic organization of music is sought. The paper presents an approach to graphical representation of mood of songs based on Self-Organizing Maps. Parameters describing mood of music are proposed and cal...
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| Format: | Article |
| Language: | English |
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Institute of Fundamental Technological Research Polish Academy of Sciences
2015-10-01
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| Series: | Archives of Acoustics |
| Subjects: | |
| Online Access: | https://acoustics.ippt.pan.pl/index.php/aa/article/view/1624 |
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| _version_ | 1849716036687888384 |
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| author | Magdalena PLEWA Bozena KOSTEK |
| author_facet | Magdalena PLEWA Bozena KOSTEK |
| author_sort | Magdalena PLEWA |
| collection | DOAJ |
| description | Due to an increasing amount of music being made available in digital form in the Internet, an automatic organization of music is sought. The paper presents an approach to graphical representation of mood of songs based on Self-Organizing Maps. Parameters describing mood of music are proposed and calculated and then analyzed employing correlation with mood dimensions based on the Multidimensional Scaling. A map is created in which music excerpts with similar mood are organized next to each other on the two-dimensional display. |
| format | Article |
| id | doaj-art-c6db085e5a814bec84a33df9925acf4d |
| institution | DOAJ |
| issn | 0137-5075 2300-262X |
| language | English |
| publishDate | 2015-10-01 |
| publisher | Institute of Fundamental Technological Research Polish Academy of Sciences |
| record_format | Article |
| series | Archives of Acoustics |
| spelling | doaj-art-c6db085e5a814bec84a33df9925acf4d2025-08-20T03:13:08ZengInstitute of Fundamental Technological Research Polish Academy of SciencesArchives of Acoustics0137-50752300-262X2015-10-0140410.1515/aoa-2015-0051Music Mood Visualization Using Self-Organizing MapsMagdalena PLEWA0Bozena KOSTEK1Audio Acoustics Lab., Faculty of Electronics, Telecommunications and Informatics, Gdansk University of TechnologyAudio Acoustics Lab., Faculty of Electronics, Telecommunications and Informatics, Gdansk University of TechnologyDue to an increasing amount of music being made available in digital form in the Internet, an automatic organization of music is sought. The paper presents an approach to graphical representation of mood of songs based on Self-Organizing Maps. Parameters describing mood of music are proposed and calculated and then analyzed employing correlation with mood dimensions based on the Multidimensional Scaling. A map is created in which music excerpts with similar mood are organized next to each other on the two-dimensional display.https://acoustics.ippt.pan.pl/index.php/aa/article/view/1624music moodmusic parameterizationMER (Music Emotion Recognition)MIR (Music Information Retrieval)Multidimensional Scaling (MDS)Principal Component Analysis (PCA) |
| spellingShingle | Magdalena PLEWA Bozena KOSTEK Music Mood Visualization Using Self-Organizing Maps Archives of Acoustics music mood music parameterization MER (Music Emotion Recognition) MIR (Music Information Retrieval) Multidimensional Scaling (MDS) Principal Component Analysis (PCA) |
| title | Music Mood Visualization Using Self-Organizing Maps |
| title_full | Music Mood Visualization Using Self-Organizing Maps |
| title_fullStr | Music Mood Visualization Using Self-Organizing Maps |
| title_full_unstemmed | Music Mood Visualization Using Self-Organizing Maps |
| title_short | Music Mood Visualization Using Self-Organizing Maps |
| title_sort | music mood visualization using self organizing maps |
| topic | music mood music parameterization MER (Music Emotion Recognition) MIR (Music Information Retrieval) Multidimensional Scaling (MDS) Principal Component Analysis (PCA) |
| url | https://acoustics.ippt.pan.pl/index.php/aa/article/view/1624 |
| work_keys_str_mv | AT magdalenaplewa musicmoodvisualizationusingselforganizingmaps AT bozenakostek musicmoodvisualizationusingselforganizingmaps |