TY - GEN
T1 - Toward a Context-Aware Serendipitous Recommendation System
AU - Lee, Changhun
AU - Lee, Gyumin
AU - Lim, Chiehyeon
N1 - Publisher Copyright:
© 2019, Springer Nature Switzerland AG.
PY - 2019
Y1 - 2019
N2 - Recommendation system development has been an important domain in the industrial and academic fields for the past two decades. Recently, the importance of developing a context-aware serendipitous recommendation system has emerged. As such, we investigate the latent features of items that may be recognized by the users of such a system. We assume that users will move from one item to another through the latent features reflected in the sequence of items. Our work specifically focuses on the process of predicting the sequential and changing taste of users. We show the existence of latent features by presenting a topic map and suggest a context-aware serendipitous recommendation system.
AB - Recommendation system development has been an important domain in the industrial and academic fields for the past two decades. Recently, the importance of developing a context-aware serendipitous recommendation system has emerged. As such, we investigate the latent features of items that may be recognized by the users of such a system. We assume that users will move from one item to another through the latent features reflected in the sequence of items. Our work specifically focuses on the process of predicting the sequential and changing taste of users. We show the existence of latent features by presenting a topic map and suggest a context-aware serendipitous recommendation system.
UR - http://www.scopus.com/inward/record.url?scp=85126202728&partnerID=8YFLogxK
U2 - 10.1007/978-3-030-04726-9_16
DO - 10.1007/978-3-030-04726-9_16
M3 - Conference contribution
AN - SCOPUS:85126202728
SN - 9783030047252
T3 - Springer Proceedings in Business and Economics
SP - 161
EP - 168
BT - Advances in Service Science - Proceedings of the 2018 INFORMS International Conference on Service Science
A2 - Yang, Hui
A2 - Qiu, Robin
PB - Springer Science and Business Media B.V.
T2 - INFORMS International Conference on Service Science, ICSS 2018
Y2 - 3 November 2018 through 3 November 2018
ER -