TY - GEN
T1 - Aggregation strategies in user-to-user reciprocal recommender systems
AU - Neve, James
AU - Palomares, Ivan
N1 - Publisher Copyright:
© 2019 IEEE.
PY - 2019/10
Y1 - 2019/10
N2 - Reciprocal Recommender Systems are a class of Recommender System for recommending people to people, where the preference relationship is bidirectional and both sides must be considered in the recommendation process. Reciprocal recommender systems often generate preference values using similar algorithms to traditional recommender systems, and then they combine two preference scores into a single indicator of the compatability between the two users. None of the few existing approaches for reciprocal recommendation have investigated the influence of different aggregation functions in these systems as of yet. Our work concentrates on exploring diverse approaches for aggregating bidirectional preference relations, and presents the results of a comparative study.
AB - Reciprocal Recommender Systems are a class of Recommender System for recommending people to people, where the preference relationship is bidirectional and both sides must be considered in the recommendation process. Reciprocal recommender systems often generate preference values using similar algorithms to traditional recommender systems, and then they combine two preference scores into a single indicator of the compatability between the two users. None of the few existing approaches for reciprocal recommendation have investigated the influence of different aggregation functions in these systems as of yet. Our work concentrates on exploring diverse approaches for aggregating bidirectional preference relations, and presents the results of a comparative study.
UR - http://www.scopus.com/inward/record.url?scp=85076719122&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85076719122&partnerID=8YFLogxK
U2 - 10.1109/SMC.2019.8914362
DO - 10.1109/SMC.2019.8914362
M3 - Conference contribution
AN - SCOPUS:85076719122
T3 - Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics
SP - 4031
EP - 4036
BT - 2019 IEEE International Conference on Systems, Man and Cybernetics, SMC 2019
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2019 IEEE International Conference on Systems, Man and Cybernetics, SMC 2019
Y2 - 6 October 2019 through 9 October 2019
ER -