Forecasting tourism demand with KPCA-based web search indexes

doi:10.1177/1354816619898576

CSpace

	Forecasting tourism demand with KPCA-based web search indexes
	Xie, Gang 1; Li, Xin 2; Qian, Yatong 1,3; Wang, Shouyang 1
	2020-01-14
发表期刊	TOURISM ECONOMICS
ISSN	1354-8166
页码	23
摘要	Search query data (SQD) can be helpful in predicting tourism demand by generating web search indexes. However, valuable nonlinear information in SQD may be neglected by researchers. To effectively capture the nonlinear information, we used kernel principal component analysis (KPCA) to extract web search indexes from SQD. Then, several models with KPCA-based web search indexes were developed for tourism demand forecasting. An empirical study was conducted with collected SQD and real data of tourist arrivals at Hong Kong. The results suggest that models with KPCA-based web search indexes are more accurate than other models because of the nonlinear data processing ability of the KPCA and demonstrate that KPCA-based web search indexes can be excellent predictors for tourism demand forecasting.
关键词	kernel principal component analysis search query data tourism demand forecasting web search index
DOI	10.1177/1354816619898576
收录类别	SCI
语种	英语
资助项目	National Natural Science Foundation of China[71771207] ; National Natural Science Foundation of China[71642006] ; National Natural Science Foundation of China[71601021] ; National Natural Science Foundation of China[71974131] ; National Center for Mathematics and Interdisciplinary Sciences, CAS
WOS研究方向	Business & Economics ; Social Sciences - Other Topics
WOS类目	Economics ; Hospitality, Leisure, Sport & Tourism
WOS记录号	WOS:000507440900001
出版者	SAGE PUBLICATIONS LTD
引用统计
文献类型	期刊论文
条目标识符	http://ir.amss.ac.cn/handle/2S8OKBNM/50562
专题	中国科学院数学与系统科学研究院
通讯作者	Xie, Gang
作者单位	1.Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100190, Peoples R China 2.Univ Sci & Technol, Beijing, Peoples R China 3.Univ Chinese Acad Sci, Beijing, Peoples R China
推荐引用方式 GB/T 7714	Xie, Gang,Li, Xin,Qian, Yatong,et al. Forecasting tourism demand with KPCA-based web search indexes[J]. TOURISM ECONOMICS,2020:23.
APA	Xie, Gang,Li, Xin,Qian, Yatong,&Wang, Shouyang.(2020).Forecasting tourism demand with KPCA-based web search indexes.TOURISM ECONOMICS,23.
MLA	Xie, Gang,et al."Forecasting tourism demand with KPCA-based web search indexes".TOURISM ECONOMICS (2020):23.