Abstract
This paper presents first steps towards building a music information system like last.fm, but with the major difference that the data is automatically retrieved from the WWW using web content mining techniques. We first review approaches to some major problems of music information retrieval (MIR), which are required to achieve the ultimate aim, and we illustrate how these approaches can be put together to create the automatically generated music information system (AGMIS). The problems addressed in this paper are similar and prototypical artist detection, album cover retrieval, band member and instrumentation detection, automatic tagging of artists, and browsing/exploring web pages related to a music artist. Finally, we elaborate on the currently ongoing work of evaluating the methods on a large dataset of more than 600,000 music artists and on a first prototypical implementation of AGMIS.
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http://last.fm , (2007) (last access: 2007-10-04)
http://www.allmusic.com , (2007) (last access: 2007-10-04)
http://wordlist.sourceforge.net , (2007) (last access: 2007-10-04)
Alani, H., Kim, S., Millard, D.E., Weal, M.J., Hall, W., Lewis, P.H., Shadbolt, N.R.: Automatic Ontology-Based Knowledge Extraction from Web Documents. IEEE Intelligent Systems 18(1), 14–21 (2003)
Knees, P., Pohle, T., Schedl, M., Widmer, G.: A Music Search Engine Built upon Audio-based and Web-based Similarity Measures. In: Proceedings of the 30th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2007), Amsterdam, the Netherlands (July 2007)
Knees, P., Schedl, M., Pohle, T., Widmer, G.: An Innovative Three-Dimensional User Interface for Exploring Music Collections Enriched with Meta-Information from the Web. In: Proceedings of the 14th ACM Conference on Multimedia 2006, Santa Barbara, CA, USA (October 2006)
Pampalk, E., Goto, M.: MusicSun: A New Approach to Artist Recommendation. In: Proceedings of the 8th International Conference on Music Information Retrieval (ISMIR 2007), Vienna, Austria (September 2007)
Schedl, M., Knees, P., Pohle, T., Widmer, G.: Towards Automatic Retrieval of Album Covers. In: Lalmas, M., MacFarlane, A., Rüger, S.M., Tombros, A., Tsikrika, T., Yavlinsky, A. (eds.) ECIR 2006. LNCS, vol. 3936, Springer, Heidelberg (2006)
Schedl, M., Knees, P., Widmer, G.: A Web-Based Approach to Assessing Artist Similarity using Co-Occurrences. In: Proceedings of the 4th International Workshop on Content-Based Multimedia Indexing (CBMI 2005), Riga, Latvia (June 2005)
Schedl, M., Knees, P., Widmer, G.: Discovering and Visualizing Prototypical Artists by Web-based Co-Occurrence Analysis. In: Proceedings of the 6th International Conference on Music Information Retrieval (ISMIR 2005), London, UK (September 2005)
Schedl, M., Knees, P., Widmer, G.: Investigating Web-Based Approaches to Revealing Prototypical Music Artists in Genre Taxonomies. In: Proceedings of the 1st IEEE International Conference on Digital Information Management (ICDIM 2006), Bangalore, India (December 2006)
Schedl, M., Knees, P., Widmer, G., Seyerlehner, K., Pohle, T.: Browsing the Web Using Stacked Three-Dimensional Sunbursts to Visualize Term Co-Occurrences and Multimedia Content. In: Proceedings of the 18th IEEE Visualization 2007 Conference (Vis 2007), Sacramento, CA, USA (October 2007)
Schedl, M., Pohle, T., Knees, P., Widmer, G.: Assigning and Visualizing Music Genres by Web-based Co-Occurrence Analysis. In: Proceedings of the 7th International Conference on Music Information Retrieval (ISMIR 2006), Victoria, Canada (October 2006)
Schedl, M., Widmer, G.: Automatically Detecting Members and Instrumentation of Music Bands via Web Content Mining. In: Proceedings of the 5th Workshop on Adaptive Multimedia Retrieval (AMR 2007), Paris, France (July 2007)
Zadel, M., Fujinaga, I.: Web Services for Music Information Retrieval. In: Proceedings of the 5th International Symposium on Music Information Retrieval (ISMIR 2004), Barcelona, Spain (October 2004)
Zobel, J., Moffat, A.: Inverted Files for Text Search Engines. ACM Computing Surveys 38(2), 6 (2006)
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Schedl, M., Knees, P., Pohle, T., Widmer, G. (2008). Towards an Automatically Generated Music Information System Via Web Content Mining. In: Macdonald, C., Ounis, I., Plachouras, V., Ruthven, I., White, R.W. (eds) Advances in Information Retrieval. ECIR 2008. Lecture Notes in Computer Science, vol 4956. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-78646-7_60
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DOI: https://doi.org/10.1007/978-3-540-78646-7_60
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-78645-0
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