TY - GEN
T1 - An enhanced framework for aspect-based sentiment analysis of Hotels' reviews
T2 - 11th International Conference for Internet Technology and Secured Transactions, ICITST 2016
AU - Al-Smadi, Mohammad
AU - Qwasmeh, Omar
AU - Talafha, Bashar
AU - Al-Ayyoub, Mahmoud
AU - Jararweh, Yaser
AU - Benkhelifa, Elhadj
N1 - Publisher Copyright:
© 2016 Infonomics Society.
PY - 2017/2/14
Y1 - 2017/2/14
N2 - This research proposes a framework for aspect-based sentiment analysis (ABSA) of Hotels' reviews. The proposed framework consists of: (a) a reference human annotated Arabic dataset to support ABSA tasks such as aspect category identification, opinion target expression extraction, and opinion sentiment polarity. The dataset was annotated on both sentence-level and text-level, (b) baseline approach where a Support Vector Machine (SVM) was trained as part of the ABSA tasks, (c) baseline experiments and results, and (d) a common evaluation technique to provide a unified evaluation of future research working on the same dataset and ABSA tasks.
AB - This research proposes a framework for aspect-based sentiment analysis (ABSA) of Hotels' reviews. The proposed framework consists of: (a) a reference human annotated Arabic dataset to support ABSA tasks such as aspect category identification, opinion target expression extraction, and opinion sentiment polarity. The dataset was annotated on both sentence-level and text-level, (b) baseline approach where a Support Vector Machine (SVM) was trained as part of the ABSA tasks, (c) baseline experiments and results, and (d) a common evaluation technique to provide a unified evaluation of future research working on the same dataset and ABSA tasks.
UR - https://www.scopus.com/pages/publications/85016082906
U2 - 10.1109/ICITST.2016.7856675
DO - 10.1109/ICITST.2016.7856675
M3 - Conference contribution
AN - SCOPUS:85016082906
T3 - 2016 11th International Conference for Internet Technology and Secured Transactions, ICITST 2016
SP - 98
EP - 103
BT - 2016 11th International Conference for Internet Technology and Secured Transactions, ICITST 2016
PB - Institute of Electrical and Electronics Engineers Inc.
Y2 - 5 December 2016 through 7 December 2016
ER -