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2016 | OriginalPaper | Buchkapitel

Audio Ergo Sum

A Personal Data Model for Musical Preferences

verfasst von : Riccardo Guidotti, Giulio Rossetti, Dino Pedreschi

Erschienen in: Software Technologies: Applications and Foundations

Verlag: Springer International Publishing

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Abstract

Nobody can state “Rock is my favorite genre” or “David Bowie is my favorite artist”. We defined a Personal Listening Data Model able to capture musical preferences through indicators and patterns, and we discovered that we are all characterized by a limited set of musical preferences, but not by a unique predilection. The empowered capacity of mobile devices and their growing adoption in our everyday life is generating an enormous increment in the production of personal data such as calls, positioning, online purchases and even music listening. Musical listening is a type of data that has started receiving more attention from the scientific community as consequence of the increasing availability of rich and punctual online data sources. Starting from the listening of 30k Last.​Fm users, we show how the employment of the Personal Listening Data Models can provide higher levels of self-awareness. In addition, the proposed model will enable the development of a wide range of analysis and musical services both at personal and at collective level.

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Fußnoten
1
http://​www.​last.​fm/​api/​, retrieval date 2016-04-04.
 
2
Not all of them are reported due to lack of space.
 
3
The p-value is zero (or smaller than 0.000001) for all the correlations reported.
 
4
Similar results are obtained for album but they are not reported due to lack of space.
 
Literatur
1.
Zurück zum Zitat Abiteboul, S., André, B., Kaplan, D.: Managing your digital life. Commun. ACM 58(5), 32–35 (2015)CrossRef Abiteboul, S., André, B., Kaplan, D.: Managing your digital life. Commun. ACM 58(5), 32–35 (2015)CrossRef
2.
Zurück zum Zitat Bischoff, K.: We love rock ‘n’ roll: analyzing and predicting friendship links in last.fm. In: Web Science 2012, WebSci 2012, Evanston, IL, USA. 22–24 June 2012, pp. 47–56 (2012) Bischoff, K.: We love rock ‘n’ roll: analyzing and predicting friendship links in last.fm. In: Web Science 2012, WebSci 2012, Evanston, IL, USA. 22–24 June 2012, pp. 47–56 (2012)
3.
Zurück zum Zitat de Montjoye, Y.-A., Shmueli, E., Wang, S.S., Pentland, A.S.: openPDS: protecting the privacy of metadata through safeanswers. PloS one 9(7), e98790 (2014)CrossRef de Montjoye, Y.-A., Shmueli, E., Wang, S.S., Pentland, A.S.: openPDS: protecting the privacy of metadata through safeanswers. PloS one 9(7), e98790 (2014)CrossRef
4.
Zurück zum Zitat Draper, N.R., Smith, H., Pownell, E.: Applied Regression Analysis, vol. 3. Wiley, New York (1966) Draper, N.R., Smith, H., Pownell, E.: Applied Regression Analysis, vol. 3. Wiley, New York (1966)
5.
Zurück zum Zitat Guidotti, R., Coscia, M., Pedreschi, D., Pennacchioli, D.: Behavioral entropy and profitability in retail. In: IEEE International Conference on Data Science and Advanced Analytics (DSAA), pp. 1–10. IEEE (2015). 36678 2015 Guidotti, R., Coscia, M., Pedreschi, D., Pennacchioli, D.: Behavioral entropy and profitability in retail. In: IEEE International Conference on Data Science and Advanced Analytics (DSAA), pp. 1–10. IEEE (2015). 36678 2015
6.
Zurück zum Zitat Guidotti, R., Trasarti, R., Nanni, M., Tosca: two-steps clustering algorithm for personal locations detection. In: 23rd International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL 2015). ACM (2015) Guidotti, R., Trasarti, R., Nanni, M., Tosca: two-steps clustering algorithm for personal locations detection. In: 23rd International Conference on Advances in Geographic Information Systems (ACM SIGSPATIAL 2015). ACM (2015)
7.
Zurück zum Zitat Guidotti, R., Trasarti, R., Nanni, M.: Towards user-centric data management: individual mobility analytics for collective services. In: MobiGIS Workshop Co-located with ACM SIGSPATIAL 2015. ACM (2015) Guidotti, R., Trasarti, R., Nanni, M.: Towards user-centric data management: individual mobility analytics for collective services. In: MobiGIS Workshop Co-located with ACM SIGSPATIAL 2015. ACM (2015)
8.
Zurück zum Zitat Keogh, E., Lonardi, S., Ratanamahatana, C.A.: Towards parameter-free data mining. In: Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 206–215. ACM (2004) Keogh, E., Lonardi, S., Ratanamahatana, C.A.: Towards parameter-free data mining. In: Proceedings of the Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 206–215. ACM (2004)
9.
Zurück zum Zitat Moiso, C., Minerva, R.: Towards a user-centric personal data ecosystem the role of the bank of individuals’ data. In: 2012 16th International Conference on Intelligence in Next Generation Networks (ICIN), pp. 202–209. IEEE (2012) Moiso, C., Minerva, R.: Towards a user-centric personal data ecosystem the role of the bank of individuals’ data. In: 2012 16th International Conference on Intelligence in Next Generation Networks (ICIN), pp. 202–209. IEEE (2012)
10.
Zurück zum Zitat Pálovics, R., Benczúr, A.A.: Temporal influence over the last.fm social network. Social Netw. Anal. Mining 5(1), 4:1–4:12 (2015) Pálovics, R., Benczúr, A.A.: Temporal influence over the last.fm social network. Social Netw. Anal. Mining 5(1), 4:1–4:12 (2015)
11.
Zurück zum Zitat Pennacchioli, D., Rossetti, G., Pappalardo, L., Pedreschi, D., Giannotti, F., Coscia, M.: The three dimensions of social prominence. In: Jatowt, A., et al. (eds.) SocInfo 2013. LNCS, vol. 8238, pp. 319–332. Springer, Heidelberg (2013) Pennacchioli, D., Rossetti, G., Pappalardo, L., Pedreschi, D., Giannotti, F., Coscia, M.: The three dimensions of social prominence. In: Jatowt, A., et al. (eds.) SocInfo 2013. LNCS, vol. 8238, pp. 319–332. Springer, Heidelberg (2013)
12.
Zurück zum Zitat Putzke, J., Fischbach, K., Schoder, D., Gloor, P.A.: Cross-cultural gender differences in the adoption and usage of social media platforms - an exploratory study of last.fm. Comput. Netw. 75, 519–530 (2014)CrossRef Putzke, J., Fischbach, K., Schoder, D., Gloor, P.A.: Cross-cultural gender differences in the adoption and usage of social media platforms - an exploratory study of last.fm. Comput. Netw. 75, 519–530 (2014)CrossRef
13.
Zurück zum Zitat Tan, P.-N., Steinbach, M., Kumar, V., et al.: Introduction to Data Mining, vol. 1. Pearson Addison Wesley, Boston (2006) Tan, P.-N., Steinbach, M., Kumar, V., et al.: Introduction to Data Mining, vol. 1. Pearson Addison Wesley, Boston (2006)
14.
Zurück zum Zitat Trasarti, R., Guidotti, R., Monreale, A., Giannotti, F.: Myway: Location prediction via mobility profiling. Inf. Syst. (2015) Trasarti, R., Guidotti, R., Monreale, A., Giannotti, F.: Myway: Location prediction via mobility profiling. Inf. Syst. (2015)
15.
Zurück zum Zitat Vescovi, M., Moiso, C., Pasolli, M., Cordin, L., Antonelli, F.: Trust management IX. In: Damsgaard Jensen, C., Marsh, S., Dimitrakos, T., Murayama, Y. (eds.) IFIPTM 2015. IAICT, vol. 454. Springer, Heidelberg (2015) Vescovi, M., Moiso, C., Pasolli, M., Cordin, L., Antonelli, F.: Trust management IX. In: Damsgaard Jensen, C., Marsh, S., Dimitrakos, T., Murayama, Y. (eds.) IFIPTM 2015. IAICT, vol. 454. Springer, Heidelberg (2015)
16.
Zurück zum Zitat Vescovi, M., Perentis, C., Leonardi, C., Lepri, B., Moiso, C.: My data store: toward user awareness and control on personal data. In: Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct Publication, pp. 179–182. ACM (2014) Vescovi, M., Perentis, C., Leonardi, C., Lepri, B., Moiso, C.: My data store: toward user awareness and control on personal data. In: Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct Publication, pp. 179–182. ACM (2014)
Metadaten
Titel
Audio Ergo Sum
verfasst von
Riccardo Guidotti
Giulio Rossetti
Dino Pedreschi
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-50230-4_5