TY - GEN
T1 - Implementation of weighted parallel hybrid recommender systems for e-commerce in Indonesia
AU - Aprilianti, Mustika
AU - Mahendra, Rahmad
AU - Budi, Indra
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2017/3/6
Y1 - 2017/3/6
N2 - This paper focus on building recommender system with weighted parallel hybrid method for e-commerce in Indonesia. The dataset was derived from one of the largest ecommerce company in Indonesia. The experiments used three sampling techniques, namely bootstrapping validation, timing series and systematic sampling. The best result of these experiments yields F1-measure of 9.99% which is achieved by the combination of user-based collaborative filtering approach and content-based filtering approach. Moreover, the value of evaluation metrics in this research is not much different from the previous research of recommender system. This indicates that recommender systems can be applied to e-commerce companies in Indonesia.
AB - This paper focus on building recommender system with weighted parallel hybrid method for e-commerce in Indonesia. The dataset was derived from one of the largest ecommerce company in Indonesia. The experiments used three sampling techniques, namely bootstrapping validation, timing series and systematic sampling. The best result of these experiments yields F1-measure of 9.99% which is achieved by the combination of user-based collaborative filtering approach and content-based filtering approach. Moreover, the value of evaluation metrics in this research is not much different from the previous research of recommender system. This indicates that recommender systems can be applied to e-commerce companies in Indonesia.
KW - Collaborative Filtering
KW - Content-based Filtering
KW - E-commerce
KW - Recommender Systems
KW - Weighted Parallel Hrbrid
UR - http://www.scopus.com/inward/record.url?scp=85016935126&partnerID=8YFLogxK
U2 - 10.1109/ICACSIS.2016.7872772
DO - 10.1109/ICACSIS.2016.7872772
M3 - Conference contribution
AN - SCOPUS:85016935126
T3 - 2016 International Conference on Advanced Computer Science and Information Systems, ICACSIS 2016
SP - 321
EP - 326
BT - 2016 International Conference on Advanced Computer Science and Information Systems, ICACSIS 2016
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 8th International Conference on Advanced Computer Science and Information Systems, ICACSIS 2016
Y2 - 15 October 2016 through 16 October 2016
ER -