1 / 19

Cultural Similarity Evaluation in Playlist Generation Study

Explore the role of cultural similarity in playlist creation using a Playlist Generator software. The study investigates artist similarity and co-occurrence patterns to enhance music recommendations and user experience. Discover the experiment results and implications for playlist algorithms.

whilemina-stevenson
Télécharger la présentation

Cultural Similarity Evaluation in Playlist Generation Study

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript

  1. Evaluationof culturalsimilarityinplaylistgeneration

  2. Evaluation of culturalsimilarityinplaylistgeneration Mariusz Kleć Polish-JapaneseInstitute of Information Technology in Warsaw, Poland http://mariuszklec.pjwstk.edu.pl

  3. Schedule of my presentation • Introduction • Playlists • Culturalsimilarity • Playlist Generator software • Experiment • Results • Questions / discussion

  4. IntroductionLargemusiccollections

  5. Playlistsdefinition

  6. PlaylistsAutomatic playlistgeneration Query-by-example

  7. Playlistsplaylistscreated by query-by-examplemethod ?

  8. Culturalsimilarityartistsimilarity …howoftenparticularartistsco-occur on the same webpages…

  9. CulturalsimilarityScoringfunctions Geleijnse, G., and J. Korst. Web-based artistcategorization. Proceedings of the InternationalConference on MusicInformationRetrieval. 266–71, 2006 D. P.W. Ellis, B. Whitman, A. Berenzweig, S.Lawrence. The quest for ground truth in musicalartist similarity. Proceedings of the InternationalConference on MusicInformationRetrieval. 170–7, 2002

  10. Playlist Generator softwareAuthor’s software

  11. Playlist Generator softwaresimilaritymatrix

  12. Playlist Generator softwaremakingplaylistusingsimilaritymatrix Phil Collins1 Queen 2 Diana Krall 3 Cranberries 4 Aerosmith 5 Bon Jovi 6 Highersimilarity Rod Steward 7 Bach 8 Lower similarity The Rolling Stones 9 Tina Turner 10

  13. ExperimentWhat’sthegoal?

  14. Experimentdetails A playlist A playlist

  15. Experimentdetails

  16. ResultsSoftware and people’splaylistsimilarities

  17. ResultsAveragevalue of similaritiesbetweenplaylists

  18. Resultssummary Automatic playlistsgenerationprocessthatincorporates f2 function ismoreeffective as regardspeople’sexpectationaboutartistssimilarity

  19. Questions ThankYou for Yourattention

More Related