Destination image;
behavioral pattern;
social media;
user-generated photo;
computer vision;
deep learning;
SOCIAL MEDIA ANALYTICS;
BIG DATA;
TOURISM DEVELOPMENT;
LEARNING-MODEL;
CO-CREATION;
RESIDENTS;
PERCEPTIONS;
PERSPECTIVE;
PERFORMANCE;
EXPERIENCE;
D O I:
10.1080/10941665.2020.1838586
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
Destination image studies were traditionally based on questionnaire surveys, but the recent rise of user-generated content and social media big data analytics provide new opportunities for advancing tourism research. This study adopts one of the latest artificial intelligence computer vision technologies to identify the differences in the perceived destination image and behavioral patterns between residents and tourists from user-generated photos. Data were mined from Flickr, which yields 58,392 relevant geotagged photos taken in Hong Kong. The findings reveal that the perceptual differences between the two groups lay on seven types of perceptions. The differences in spatial distribution and behavioral trajectory were visualized through a series of maps. This study provides new insights into the destination image which has implications for the tourism promotion and spatial development of the destination.
机构:
Cent South Univ, Sch Geosci & Infophys, Changsha 410083, Peoples R China
Cent South Univ, Key Lab Metallogen Predict Nonferrous Met & Geol, Changsha 410083, Peoples R ChinaCent South Univ, Sch Geosci & Infophys, Changsha 410083, Peoples R China
Wu, Wen
Miao, Zelang
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机构:
Cent South Univ, Sch Geosci & Infophys, Changsha 410083, Peoples R China
Cent South Univ, Key Lab Metallogen Predict Nonferrous Met & Geol, Changsha 410083, Peoples R ChinaCent South Univ, Sch Geosci & Infophys, Changsha 410083, Peoples R China
Miao, Zelang
Xiao, Yuelong
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机构:
Cent South Univ, Sch Geosci & Infophys, Changsha 410083, Peoples R China
Cent South Univ, Key Lab Metallogen Predict Nonferrous Met & Geol, Changsha 410083, Peoples R ChinaCent South Univ, Sch Geosci & Infophys, Changsha 410083, Peoples R China
Xiao, Yuelong
Li, Zhongbin
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机构:
Michigan State Univ, Ctr Global Change & Earth Observat, E Lansing, MI 48823 USACent South Univ, Sch Geosci & Infophys, Changsha 410083, Peoples R China
Li, Zhongbin
Zang, Anshu
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机构:
Hong Kong Polytech Univ, Dept Land Surveying & Geoinformat, Kowloon, Hong Kong, Peoples R ChinaCent South Univ, Sch Geosci & Infophys, Changsha 410083, Peoples R China
Zang, Anshu
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机构:
Samat, Alim
Du, Nianchun
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机构:
China Nonferrous Met Changsha Survey & Design Ins, Changsha 410000, Peoples R ChinaCent South Univ, Sch Geosci & Infophys, Changsha 410083, Peoples R China
Du, Nianchun
Xu, Zhuokui
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机构:
Changsha Univ Sci Technol, Sch Traff & Transportat Engn, Changsha 410083, Peoples R ChinaCent South Univ, Sch Geosci & Infophys, Changsha 410083, Peoples R China
Xu, Zhuokui
Gamba, Paolo
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机构:
Univ Pavia, Dept Ind & Informat Engn, I-27100 Pavia, ItalyCent South Univ, Sch Geosci & Infophys, Changsha 410083, Peoples R China
机构:
Univ Iowa, Dept Mech & Ind Engn, Seamans Ctr Engn Arts & Sci, Iowa City, IA 52242 USA
Univ Iowa, C Maxwell Stanley Hydraul Lab, IIHR Hydrosci & Engn, Iowa City, IA 52242 USAUniv Iowa, Dept Mech & Ind Engn, Seamans Ctr Engn Arts & Sci, Iowa City, IA 52242 USA
Dillard, Seth I.
Mousel, John A.
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机构:
Univ Iowa, Dept Mech & Ind Engn, Seamans Ctr Engn Arts & Sci, Iowa City, IA 52242 USA
Univ Iowa, C Maxwell Stanley Hydraul Lab, IIHR Hydrosci & Engn, Iowa City, IA 52242 USAUniv Iowa, Dept Mech & Ind Engn, Seamans Ctr Engn Arts & Sci, Iowa City, IA 52242 USA
Mousel, John A.
Shrestha, Liza
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h-index: 0
机构:
Univ Iowa, Dept Biomed Engn, Seamans Ctr Engn Arts & Sci, Iowa City, IA 52242 USA
Univ Iowa, C Maxwell Stanley Hydraul Lab, IIHR Hydrosci & Engn, Iowa City, IA 52242 USAUniv Iowa, Dept Mech & Ind Engn, Seamans Ctr Engn Arts & Sci, Iowa City, IA 52242 USA
Shrestha, Liza
Raghavan, Madhavan L.
论文数: 0引用数: 0
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机构:
Univ Iowa, Dept Biomed Engn, Seamans Ctr Engn Arts & Sci, Iowa City, IA 52242 USAUniv Iowa, Dept Mech & Ind Engn, Seamans Ctr Engn Arts & Sci, Iowa City, IA 52242 USA
Raghavan, Madhavan L.
Vigmostad, Sarah C.
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机构:
Univ Iowa, Dept Biomed Engn, Seamans Ctr Engn Arts & Sci, Iowa City, IA 52242 USA
Univ Iowa, C Maxwell Stanley Hydraul Lab, IIHR Hydrosci & Engn, Iowa City, IA 52242 USAUniv Iowa, Dept Mech & Ind Engn, Seamans Ctr Engn Arts & Sci, Iowa City, IA 52242 USA
机构:
Hangzhou City Univ, Int Sch Cultural Tourism, Hangzhou 310015, Peoples R ChinaHangzhou City Univ, Int Sch Cultural Tourism, Hangzhou 310015, Peoples R China
Qian, Lili
Guo, Juncheng
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机构:
Macao Inst Tourism Studies, Macau 999078, Peoples R ChinaHangzhou City Univ, Int Sch Cultural Tourism, Hangzhou 310015, Peoples R China
Guo, Juncheng
Qiu, Hanqin
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机构:
Hangzhou City Univ, Int Sch Cultural Tourism, Hangzhou 310015, Peoples R ChinaHangzhou City Univ, Int Sch Cultural Tourism, Hangzhou 310015, Peoples R China