Multi-Topic Sentiment Analysis using LDA for Online Review |
Hong, Tae-Ho
(부산대학교 경영학과)
Niu, Hanying (부산대학교 경영학과) Ren, Gang (부산대학교 경영학과) Park, Ji-Young (국민대학교 비즈니스 IT 전문대학원 BK21 플러스 사업팀) |
1 | Cao, J., Xia, T., Li, J., Zhang, Y., and Tang, S., "A density-based method for adaptive LDA model selection," Neurocomputing, Vol. 72, No. 7, 2009, pp. 1775-1781. DOI |
2 | Duan, W., Yu, Y., Cao, Q., and Levy, S., "Exploring the impact of social media on hotel service performance: A sentimental analysis approach," Cornell Hospitality Quarterly, Vol. 57, Vol. 3, pp. 282-296. DOI |
3 | Gao, S., Li, X., Yu, Z., Qin, Y., and Zhang, Y., "Combining paper cooperative network and topic model for expert topic analysis and extraction," Neurocomputing, Vol. 257, No. 27, 2017, pp. 136-143. DOI |
4 | Gretzel, U., and Yoo, K. H., "Use and impact of online travel reviews," Information and communication technologies in tourism, 2008, pp. 35-46. |
5 | Hu, M., and Liu, B., "Mining and summarizing customer reviews," In Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining, ACM, 2004, pp. 168-177. |
6 | Keshavarz, H., and Abadeh, M. S., "ALGA: Adaptive lexicon learning using genetic algorithm for sentiment analysis of microblogs," Knowledge-Based Systems, Vol. 122, 2017, pp. 1-16. DOI |
7 | 김진화, 변현수, 이승훈, "온라인 리뷰를 활용한 사용자 이해 및 서비스 가치 증대," 정보시스템연구, 제20권, 제2호, 2011, pp. 21-36. |
8 | Kim, H. D., and Zhai, C., "Generating comparative summaries of contradictory opinions in text," In Proceedings of the 18th ACM conference on Information and knowledge management, 2009, pp. 385-394. |
9 | Li, F., Huang, M., and Zhu, X., "Sentiment Analysis with Global Topics and Local Dependency," In AAAI, Vol. 10, July, 2010, pp. 1371-1376. |
10 | Lin, C., and He, Y., "Joint sentiment/topic model for sentiment analysis," In Proceedings of the 18th ACM conference on Information and knowledge management, 2009, pp. 375-384. |
11 | Litvin, S. W., Goldsmith, R. E., and Pan, B., "Electronic word-of-mouth in hospitality and tourism management," Tourism management, Vol. 29, No.3, 2008, 458-468. DOI |
12 | Liu, B., "Sentiment analysis and opinion mining," Synthesis lectures on human language technologies, Vol. 5, No. 1, 2012, pp. 1-167. DOI |
13 | Liu, B., Web data mining: exploring hyperlinks, contents, and usage data, Springer Science and Business Media, 2007. |
14 | Lu, B., Ott, M., Cardie, C., and Tsou, B. K., "Multi-aspect sentiment analysis with topic models," In Data Mining Workshops (ICDMW), IEEE 11th International Conference, 2011, pp. 81-88. |
15 | Marrese-Taylor, E., Velasquez, J. D., and Bravo-Marquez, F., "A novel deterministic approach for aspect-based opinion mining in tourism products reviews," Expert Systems with Applications, Vol. 41, No. 17, 2014, pp. 7764-7775. DOI |
16 | Medhat, W., Hassan, A., and Korashy, H., "Sentiment analysis algorithms and applications: A survey," Ain Shams Engineering Journal, Vol. 5, No. 4, 2014, pp. 1093-1113. DOI |
17 | Mukherjee, A., and Liu, B., "Aspect extraction through semi-supervised modeling," In Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Long Papers, Vol. 1, 2012, pp. 339-348. |
18 | Ravi, K., and Ravi, V., "A survey on opinion mining and sentiment analysis: Tasks, approaches and applications," Knowledge-Based Systems, Vol. 89, 2015, pp. 14-46. DOI |
19 | Nguyen, T. H., Shirai, K., and Velcin, J., "Sentiment analysis on social media for stock movement prediction," Expert Systems with Applications, Vol. 42, No. 24, 2015, pp. 9603-9611. DOI |
20 | Pang, B., and Lee, L., "Opinion mining and sentiment analysis," Foundations and Trends in Information Retrieval, Vol. 2, No. 1-2, 2008, pp. 1-135. DOI |
21 | Ren, G., and Hong, T., "Investigating Online Destination Images Using a Topic-Based Sentiment Analysis Approach," Sustainability, Vol. 9, No. 10, 2017, pp. 1-19. |
22 | Rhee, H. T., and Yang, S. B., "How does hotel attribute importance vary among different travelers? An exploratory case study based on a conjoint analysis," Electronic markets, Vol. 25, No. 3, 2015, pp. 211-226. DOI |
23 | Shi, Z., Lee, G. M., and Whinston, A. B., "Toward a better measure of business proximity: Topic modeling for industry intelligence," MIS Quarterly, Vol. 40, No. 4, 2015, pp. 1035-1056. |
24 | Song, M., and Kim, S. Y., "Detecting the knowledge structure of bioinformatics by mining full-text collections," Scientometrics, Vol. 96, No. 1, 2013, 183-201. DOI |
25 | Stringam, B. B., and Gerdes, J. Jr., "An analysis of word-of-mouse ratings and guest comments of online hotel distribution sites," Journal of Hospitality Marketing and Management, Vol. 19, No. 7, 2010, pp. 773-796. DOI |
26 | Su, Q., Xu, X., Guo, H., Guo, Z., Wu, X., Zhang, X., and Su, Z., "Hidden sentiment association in chinese web opinion mining," In Proceedings of the 17th international conference on World Wide Web. ACM, 2008, pp. 959-968. |
27 | Yu, H., Hatzivassiloglou, V., "Towards answering opinion questions: separating facts from opinions and identifying the polarity of opinion sentences," In Proceedings of the Conference on Empirical Methods in Natural Language Processing (EMNLP), 2003. |
28 | Titov, I., and McDonald, R. T., "A Joint Model of Text and Aspect Ratings for Sentiment Summarization," ACL, Vol. 8, June, 2008, pp. 308-316. |
29 | Wang, H., Zhang, D., Zhai, C., "Structural topic model for latent topical structure analysis," ACL, 2011, pp.1526-1535. |
30 | Xianghua, F., Guo, L., Yanyan, G., and Zhiqiang, W., "Multi-aspect sentiment analysis for Chinese online social reviews based on topic modeling and HowNet lexicon," Knowledge-Based Systems, Vol. 37, 2013, pp. 186-195. DOI |
31 | Zhao, W., Chen, J. J., Perkins, R., Liu, Z., Ge, W., Ding, Y., and Zou, W., "A heuristic approach to determine an appropriate number of topics in topic modeling," In proceedings of the 12th Annual MCBIOS Conference, 2015. |
32 | Zhu, F., and Zhang, X., "Impact of online consumer reviews on sales: The moderating role of product and consumer characteristics," Journal of marketing, Vol. 74, No. 2, 2010, pp. 133-148. DOI |
33 | Bravo-Marquez, F., Mendoza, M., and Poblete, B., "Meta-level sentiment models for big social data analysis," Knowledge-Based Systems, Vol. 69, 2014. pp. 86-99. DOI |
34 | 김상겸, 장성용, "토픽모델링을 이용한 국내 산업경영공학 연구동향 분석," 한국경영공학회지, 제21권, 제3호, 2016, pp. 71-95. |
35 | 김재봉, 김형중, "주가지수 방향성 예측을 위한 도메인 맞춤형 감성사전 구축방안," 한국디지털콘텐츠학회 논문지, 제18권, 제3호, 2017, pp. 585-592. |
36 | 사공원, 하성호, 박경배, "온라인 후기에 내재된 고객의 감성분석과 LQI 차원별 호텔서비스 품질 평가," 정보시스템연구, 제25권, 제3호, 2016, pp. 217-245. |
37 | Blei, D. M., "Probabilistic Topic Models," Communications of the ACM, Vol. 55, No. 4, 2012, pp. 77-84. DOI |
38 | Blei, D. M., Ng, A. Y., and Jordan, M. I., "Latent dirichlet allocation," Journal of machine Learning research, Vol. 3, Jan, 2003, pp. 993-1022. |