TY - GEN
T1 - Using evolving agents to critique subjective music compositions
AU - Sun, Chuen Tsai
AU - Hsieh, Ji Lung
AU - Huang, Chung Yuan
PY - 2007
Y1 - 2007
N2 - The authors describe a recommender model that uses intermediate agents to evaluate a large body of subjective data according to a set of rules and make recommendations to users. After scoring recommended items, agents adapt their own selection rules via interactive evolutionary computing to fit user tastes, even when user preferences undergo a rapid change. The model can be applied to such tasks as critiquing large numbers of music or written compositions. In this paper we use musical selections to illustrate how agents make recommendations and report the results of several experiments designed to test the model's ability to adapt to rapidly changing conditions yet still make appropriate decisions and recommendations.
AB - The authors describe a recommender model that uses intermediate agents to evaluate a large body of subjective data according to a set of rules and make recommendations to users. After scoring recommended items, agents adapt their own selection rules via interactive evolutionary computing to fit user tastes, even when user preferences undergo a rapid change. The model can be applied to such tasks as critiquing large numbers of music or written compositions. In this paper we use musical selections to illustrate how agents make recommendations and report the results of several experiments designed to test the model's ability to adapt to rapidly changing conditions yet still make appropriate decisions and recommendations.
KW - Adaptive agent
KW - Content-based filtering
KW - Critiquing subjective data
KW - Interactive evolutionary computing
KW - Music recommender system
UR - http://www.scopus.com/inward/record.url?scp=38349055144&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=38349055144&partnerID=8YFLogxK
U2 - 10.1007/978-3-540-74377-4_36
DO - 10.1007/978-3-540-74377-4_36
M3 - Conference contribution
AN - SCOPUS:38349055144
SN - 9783540743767
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 336
EP - 346
BT - Computational Intelligence and Security - International Conference, CIS 2006, Revised Selected Papers
PB - Springer Verlag
T2 - International Conference on Computational Intelligence and Security, CIS 2006
Y2 - 3 November 2006 through 6 November 2006
ER -