Get rhythm – why the key to finding music you like is rhythm, not genre
So close and yet so wrong – you might love heavy metal like Metallica but your music platform suggests you should also like the Sixties sound of The Doors, simply because both bands are classified as rock.
New research published today, Thursday, 20 May, in New Journal of Physics (co-owned by the Institute of Physics and German Physical Society), shows that searching for the temporal aspects of songs – their rhythm – might be better to find music you like than using current automatic genre classifications.
By studying similar and different characteristics of specific rhythmic durations and the occurrence of rhythmic sequences, the group of Brazilian researchers has found that it is possible to correctly identify the musical genres of specific musical pieces.
The researchers studied four musical genres – rock, blues, bossa nova and reggae – looking at 100 songs from each category, analysing the most representative sequences of each genre-specific rhythm such as the 12 bar theme in blues, which means that the song is divided into 12 bars – or measures - with a given chord sequence.
Using hierarchical clustering, a visual representation of rhythmic frequencies, the researchers were able to discriminate between songs and come up with a possibly novel way of defining musical genres.
As the researchers write, “By showing that rhythm represents a surprisingly distinctive signature of some of the main musical genres, the work suggests that rhythm-based features could be more comprehensively incorporated as resources for searching in music platforms.
Musical genre classification is a nontrivial task even for musician experts, since often a song can be assigned to more than one single genre. With our proposed method, new sub-genres (for example, rock-blues) can arise from original ones. Therefore, we observed a significant improvement in the supervised classification performance.”
The next step, as suggested by the researchers, would be to include further aspects such as the intensity of the beat in future research, which could increase accurate genre identification even more.
The researchers’ paper can be downloaded from Thursday, 20 May 2010 here: http://iopscience.iop.org/1367-2630/12/5/053030.
Notes to editors:
1. For further information, full drafts of the journal papers or contact with one of the research authors, contact IOP Press Officer, Lena Weber:
Tel: 020 7470 4896
Musical Genres: Beating to the Rhythms of Different Drums
2. The published version of the paper “Musical Genres: Beating to the Rhythms of
Different Drums” (Correa D et al 2010 New J. Phys. 12 053030) will be freely available online from Thursday, 20 May 2010. It will be available at http://iopscience.iop.org/1367-2630/12/5/053030
New Journal of Physics
3. New Journal of Physics, co-owned by the Institute of Physics and German Physical Society, is an electronic-only, open-access journal publishing original research from across the whole of physics. All articles are permanently free to read at http://www.njp.org.
4. IOP Publishing provides publications through which leading-edge scientific research is distributed worldwide. IOP Publishing is central to the Institute of Physics (IOP), a not-for-profit society. Any financial surplus earned by IOP Publishing goes to support science through the activities of IOP.
Beyond our traditional journals programme, we make high-value scientific information easily accessible through an ever-evolving portfolio of community websites, magazines, conference proceedings and a multitude of electronic services. Focused on making the most of new technologies, we’re continually improving our electronic interfaces to make it easier for researchers to find exactly what they need, when they need it, in the format that suits them best. Go to http://publishing.iop.org/.
The Institute of Physics
5. The Institute of Physics is a scientific charity devoted to increasing the practice, understanding and application of physics. It has a worldwide membership of more than 36 000 and is a leading communicator of physics-related science to all audiences, from specialists through to government and the general public. Its publishing company, IOP Publishing, is a world leader in scientific publishing and the electronic dissemination of physics. Go to www.iop.org.
This news content was configured by WebWire editorial staff. Linking is permitted.
News Release Distribution and Press Release Distribution Services Provided by WebWire.