Consumer behavior prediction using Airbnb web log data |
An, Hyoin
(Department of Statistics, Ewha Womans University)
Choi, Yuri (Department of Statistics, Ewha Womans University) Oh, Raeeun (Department of Statistics, Ewha Womans University) Song, Jongwoo (Department of Statistics, Ewha Womans University) |
1 | Breiman, L. (2001). Random forests, Machine Learning, 13, 5-32. DOI |
2 | Chen, T. and Guestrin, C. (2016). XGBoost: A Scalable Tree Boosting System, Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 785-794 . |
3 | Friedman, J. (2001). Greedy boosting approximation: a gradient boosting machine, The Annals of Statistics, 29, 1189-1232 . DOI |
4 | Goel, S., Hofman, J. M., Lahaie, S., Pennock, D. M., andWatts, D. J. (2010). Predicting consumer behavior with Web search. In Proceedings of the National Academy of Sciences of the United States of America, 107, 17486-17490. DOI |
5 | Harford, T. (2014). Big data: are we making a big mistake?, Significance, 14-19. |
6 | Hearst, M. A., Dumais, S. T., Osuna, E., Platt, J., and Scholkopf, B. (1998). Support vector machines, IEEE Intelligent Systems and their Applications, 13, 18-28. DOI |
7 | Igor, V. C., Scott, G., and Smyth, P. (2000). A general probabilistic framework for clustering individuals and objects. In Proceedings of the sixth ACM SIGKDD international conference on knowledge discovery and data mining 2000, 140-149. |
8 | Kim, J. K. (2002). A study of web log file analysis for internet marketing of travel agency, Journal of Tourism and Leisure Research, 13, 147-160 . |
9 | Lazer, D., Kennedy, R., King, G., and Vespignani, A. (2014). The parable of Google Flu: traps in big data analysis, Science, 343, 1203-1205. DOI |
10 | Pandagre, K. N. and Veenadhari, S. (2017). Data mining techniques with web log, International Journal of Advanced Research in Computer Science Transactions on Pattern Analysis and Machine Intelligence, 8, 384-386. |
11 | Sujatha, V. and Punithavalli (2012). Improved user navigation pattern prediction technique from web log data, Procedia Engineering, 30, 92-99. DOI |
12 | Tibshirani, R. (1996). Regression shrinkage and selection via the lasso, Journal of the Royal Statistical Society. Series B (Methodological), 58, 267-288. DOI |