Aspect Based Opinion Summarization Using Rule-Based Method and Support Vector Machine for Indonesian Reviews
Abstract
Keywords
Full Text:
PDFReferences
R. E. López Condori and T. A. Salgueiro Pardo, “Opinion summarization methods: Comparing and extending extractive and abstractive approaches,†Expert Syst. Appl., vol. 78, no. C, pp. 124–134, 2017, doi: 10.1016/j.eswa.2017.02.006.
C. Surber and J. Kottner, “Skin care products: What do they promise, what do they deliver,†J. Tissue Viability, vol. 26, no. 1, pp. 29–36, 2017, doi: 10.1016/j.jtv.2016.03.006.
T. A. Tran, J. Duangsuwan, and W. Wettayaprasit, “Automatic Aspect-Based Sentiment Summarization for Visual, Structured, and Textual Summaries,†ECTI Trans. Comput. Inf. Technol., vol. 15, no. 1, pp. 50–72, 2021, doi: 10.37936/ecti-cit.2021151.237565.
M. E. Moussa, E. H. Mohamed, and M. H. Haggag, “A survey on opinion summarization techniques for social media,†Futur. Comput. Informatics J., vol. 3, no. 1, pp. 82–109, 2018, doi: 10.1016/j.fcij.2017.12.002.
C. F. Tsai, K. Chen, Y. H. Hu, and W. K. Chen, “Improving text summarization of online hotel reviews with review helpfulness and sentiment,†Tour. Manag., vol. 80, no. April, p. 104122, 2020, doi: 10.1016/j.tourman.2020.104122.
S. Xiong, K. Wang, D. Ji, and B. Wang, “A short text sentiment-topic model for product reviews,†Neurocomputing, vol. 297, pp. 94–102, 2018, doi: 10.1016/j.neucom.2018.02.034.
R. Mukherjee, P. Goyal, H. C. Peruri, S. Bhattacharya, U. Vishnu, and N. Ganguly, “Read what you need: Controllable Aspect-based Opinion Summarization of Tourist Reviews,†arXiv, pp. 1825–1828, 2020.
W. M. Wang, Z. Li, Z. G. Tian, J. W. Wang, and M. N. Cheng, “Extracting and summarizing affective features and responses from online product descriptions and reviews: A Kansei text mining approach,†Eng. Appl. Artif. Intell., vol. 73, no. October 2017, pp. 149–162, 2018, doi: 10.1016/j.engappai.2018.05.005.
I. El Alaoui, Y. Gahi, R. Messoussi, Y. Chaabi, A. Todoskoff, and A. Kobi, “A novel adaptable approach for sentiment analysis on big social data,†J. Big Data, vol. 5, no. 1, p. 12, 2018, doi: 10.1186/s40537-018-0120-0.
S. Lamsiyah, A. El Mahdaouy, B. Espinasse, and S. El Alaoui Ouatik, “An unsupervised method for extractive multi-document summarization based on centroid approach and sentence embeddings,†Expert Syst. Appl., vol. 167, no. September 2020, p. 114152, 2021, doi: 10.1016/j.eswa.2020.114152.
S. K. D’Mello and J. Kory, “A review and meta-analysis of multimodal affect detection systems,†ACM Comput. Surv., vol. 47, no. 3, pp. 31–38, 2015, doi: 10.1145/2682899.
M. R. Ramadhan, S. N. Endah, and A. B. J. Mantau, “Implementation of Textrank Algorithm in Product Review Summarization,†ICICoS 2020 - Proceeding 4th Int. Conf. Informatics Comput. Sci., 2020, doi: 10.1109/ICICoS51170.2020.9299005.
K. Yauris and M. L. Khodra, “Aspect-based summarization for game review using double propagation,†Proc. - 2017 Int. Conf. Adv. Informatics Concepts, Theory Appl. ICAICTA 2017, pp. 0–5, 2017, doi: 10.1109/ICAICTA.2017.8090997.
Derisma, D. Yendri, and M. Silvana, “Comparing the classification methods of sentiment analysis on a public figure on indonesian-language social media,†J. Theor. Appl. Inf. Technol., vol. 98, no. 8, pp. 1214–1220, 2020.
J. Cervantes, F. Garcia-Lamont, L. RodrÃguez-Mazahua, and A. Lopez, “A comprehensive survey on support vector machine classification: Applications, challenges and trends,†Neurocomputing, vol. 408, pp. 189–215, 2020, doi: 10.1016/j.neucom.2019.10.118.
E. Sutoyo and A. Almaarif, “Twitter sentiment analysis of the relocation of Indonesia’s capital city,†Bull. Electr. Eng. Informatics, vol. 9, no. 4, pp. 1620–1630, 2020, doi: 10.11591/eei.v9i4.2352.
G. A. BUNTORO, R. ARIFIN, G. N. SYAIFUDDIIN, A. SELAMAT, O. KREJCAR, and H. FUJITA, “Implementation of a Machine Learning Algorithm for Sentiment Analysis of Indonesia‘s 2019 Presidential Election,†IIUM Eng. J., vol. 22, no. 1, pp. 78–92, 2021, doi: 10.31436/IIUMEJ.V22I1.1532.
F. Binsar and T. Mauritsius, “Mining of Social Media on Covid-19 Big Data Infodemic in Indonesia,†J. Comput. Sci., vol. 16, no. 11, pp. 1598–1609, 2020, doi: 10.3844/JCSSP.2020.1598.1609.
I. G. M. Darmawiguna, G. A. Pradnyana, and I. B. Jyotisananda, “Indonesian sentiment summarization for lecturer learning evaluation by using textrank algorithm,†J. Phys. Conf. Ser. Pap., vol. 1810, no. 012024, 2021, doi: 10.1088/1742-6596/1810/1/012024.
D. Ekawati and M. L. Khodra, “Aspect-based sentiment analysis for Indonesian restaurant reviews,†in Proceedings - 2017 International Conference on Advanced Informatics: Concepts, Theory and Applications, ICAICTA 2017, 2017, pp. 1–6, doi: 10.1109/ICAICTA.2017.8090963.
N. A. Salsabila, Y. Ardhito, W. Ali, A. Septiandri, and A. Jamal, “Colloquial Indonesian Lexicon,†2018.
B. Santosa, “Data mining teknik pemanfaatan data untuk keperluan bisnis,†Yogyakarta Graha Ilmu, vol. 978, no. 979, p. 756, 2007.
X. Mao, H. Yang, S. Huang, Y. Liu, and R. Li, “Extractive summarization using supervised and unsupervised learning,†Expert Syst. Appl., vol. 133, pp. 173–181, 2019, doi: https://doi.org/10.1016/j.eswa.2019.05.011.
S. A. Babar and P. D. Patil, “Improving performance of text summarization,†Procedia Comput. Sci., vol. 46, no. Icict 2014, pp. 354–363, 2015, doi: 10.1016/j.procs.2015.02.031.
DOI: http://dx.doi.org/10.18517/ijaseit.12.4.12716
Refbacks
- There are currently no refbacks.
Published by INSIGHT - Indonesian Society for Knowledge and Human Development