TY - GEN
T1 - A music recommendation system based on personal preference analysis
AU - Kim, Kunsu
AU - Lee, Donghoon
AU - Yoon, Tae Bok
AU - Lee, Jee Hyong
PY - 2008
Y1 - 2008
N2 - In this paper, we propose a music recommendation system based on user preference analysis. The system builds music models using Hidden Markov Models with Mel Frequency Cepstral Coefficients, which are features of sound wave. Each song is modeled with an HMM and the similarity measure between songs are defined based on the models. With the similarity measure, the songs the user listened to in the past are grouped and analyzed. The system recommends pieces of music to the user based on the result of the analysis. We evaluate our system with virtual users who have various preferences, and observe which recommendation lists the system generates. In most cases, the system recommends the pieces of music which are close to user's preference.
AB - In this paper, we propose a music recommendation system based on user preference analysis. The system builds music models using Hidden Markov Models with Mel Frequency Cepstral Coefficients, which are features of sound wave. Each song is modeled with an HMM and the similarity measure between songs are defined based on the models. With the similarity measure, the songs the user listened to in the past are grouped and analyzed. The system recommends pieces of music to the user based on the result of the analysis. We evaluate our system with virtual users who have various preferences, and observe which recommendation lists the system generates. In most cases, the system recommends the pieces of music which are close to user's preference.
UR - https://www.scopus.com/pages/publications/57949088944
U2 - 10.1109/ICADIWT.2008.4664327
DO - 10.1109/ICADIWT.2008.4664327
M3 - Conference contribution
AN - SCOPUS:57949088944
SN - 9781424426249
T3 - 1st International Conference on the Applications of Digital Information and Web Technologies, ICADIWT 2008
SP - 102
EP - 106
BT - 1st International Conference on the Applications of Digital Information and Web Technologies, ICADIWT 2008
T2 - 1st International Conference on the Applications of Digital Information and Web Technologies, ICADIWT 2008
Y2 - 4 August 2008 through 6 August 2008
ER -