Impact of climate change on cherry blossom viewing tourism: analysis and simulation based on Weibo proxy data

References

• Aylen, J., Albertson, K., & Cavan, G. (2014). The impact of weather and climate on tourist demand: The case of Chester Zoo. Climatic Change, 127(2), 183–197. https://doi.org/10.1007/s10584-014-1261-6
   Web of Science ®Google Scholar
• Ballotta, L., Fusai, G., Kyriakou, I., Papapostolou, N. C., & Pouliasis, P. K. (2020). Risk management of climate impact for tourism operators: An empirical analysis on ski resorts. Tourism Management, 77, 104011. https://doi.org/10.1016/j.tourman.2019.104011
   Web of Science ®Google Scholar
• Beaman, J. G., Huan, T.-C., & Beaman, J. P. (2004). Tourism surveys: Sample size, accuracy, reliability, and acceptable error. Journal of Travel Research, 43(1), 67–74. https://doi.org/10.1177/0047287504265514
   Google Scholar
• Bujosa, A., Riera, A., & Torres, C. M. (2015). Valuing tourism demand attributes to guide climate change adaptation measures efficiently: The case of the Spanish domestic travel market. Tourism Management, 47, 233–239. https://doi.org/10.1016/j.tourman.2014.09.023
   Web of Science ®Google Scholar
• Chen, J., Becken, S., & Stantic, B. (2020). Using Weibo to track global mobility of Chinese visitors. Annals of Tourism Research, 89, 103078. https://doi.org/10.1016/j.annals.2020.103078
   Web of Science ®Google Scholar
• Chin, N., Day, J., Sydnor, S., Prokopy, L. S., & Cherkauer, K. A. (2019). Exploring tourism businesses’ adaptive response to climate change in two Great Lakes destination communities. Journal of Destination Marketing & Management, 12, 125–129. https://doi.org/10.1016/j.jdmm.2018.12.009
   Web of Science ®Google Scholar
• Dube, K., & Nhamo, G. (2020). Evidence and impact of climate change on South African national parks: Potential implications for tourism in the Kruger National Park. Environmental Development, 33, 100485. https://doi.org/10.1016/j.envdev.2019.100485
   Web of Science ®Google Scholar
• Dube, K., Nhamo, G., & Chikodzi, D. (2020). Climate change-induced droughts and tourism: Impacts and responses of Western Cape province, South Africa. Journal of Outdoor Recreation and Tourism, 100319. https://doi.org/10.1016/j.jort.2020.100319
   Google Scholar
• Falk, M. T., & Hagsten, E. (2020). Visitor flows to World Heritage Sites in the era of Instagram. Journal of Sustainable Tourism, 29(10), 1547–1564. https://doi.org/10.1080/09669582.2020.1858305
   Web of Science ®Google Scholar
• Gao, X. Y., Dai, J. H., & Zhang, M. Q. (2018). Responses of variations of plant ornamental period to climate change in the west suburbs of Beijing from 1965-2014. Geographical Research, 37(12), 2420–2432. https://doi.org/10.11821/dlyj201812005
   Google Scholar
• Ge, Q. S., Yang, X., Qiao, Z., Liu, H. L., & Liu, J. (2014). Monitoring grassland tourist season of inner Mongolia, China using remote sensing data. Advances in Meteorology, 2014, 859765. https://doi.org/10.1155/2014/859765
   Web of Science ®Google Scholar
• Goh, C. (2012). Exploring impact of climate on tourism demand. Annals of Tourism Research, 39(4), 1859–1883. https://doi.org/10.1016/j.annals.2012.05.027
   Web of Science ®Google Scholar
• Gordo, O., & Sanz, J. (2010). Impact of climate change on plant phenology in Mediterranean ecosystems. Global Change Biology, 16(3), 1082–1106. https://doi.org/10.1111/j.1365-2486.2009.02084.x
   Web of Science ®Google Scholar
• Hair, J. F., Ringle, C. M., & Sarstedt, M. (2011). Pls-sem: Indeed a silver bullet. Journal of Marketing Theory and Practice, 19(2), 139–152. https://doi.org/10.2753/MTP1069-6679190202
   Google Scholar
• Hastie, T., & Tibshirani, R. (1990). Generalized additive models. Chapman and Hall.
   Google Scholar
• Hoffmann, V. H., Sprengel, D. C., Ziegler, A., Kolb, M., & Abegg, B. (2009). Determinants of corporate adaptation to climate change in winter tourism: An econometric analysis. Global Environmental Change, 19(2), 256–264. https://doi.org/10.1016/j.gloenvcha.2008.12.002
   Web of Science ®Google Scholar
• Liu, J., Cheng, H., Jiang, D., & Huang, L. (2019). Impact of climate-related changes to the timing of autumn foliage colouration on tourism in Japan. Tourism Management, 70, 262–272. https://doi.org/10.1016/j.tourman.2018.08.021
   Web of Science ®Google Scholar
• Liu, J., Yang, L. Y., Zhou, H. Y., & Wang, S. H. (2021). Impact of climate change on hiking: Quantitative evidence through big data mining. Current Issues in Tourism, 24(21), 3040–3056. https://doi.org/10.1080/13683500.2020.1858037
   Web of Science ®Google Scholar
• Ma, S., Craig, C. A., & Feng, S. (2020). The camping climate index (CCI): The development, validation, and application of a camping-sector tourism climate index. Tourism Management, 80, 104105. https://doi.org/10.1016/j.tourman.2020.104105
   Web of Science ®Google Scholar
• Miller-Rushing, A. J., Katsuki, T., Primack, R. B., Ishii, Y., Lee, S. D., & Higuchi, H. (2007). Impact of global warming on a group of related species and their hybrids: Cherry tree (Rosaceae) flowering at Mt. Takao, Japan. American Journal of Botany, 94(9), 1470–1478. https://doi.org/10.3732/ajb.94.9.1470
   PubMed Web of Science ®Google Scholar
• Molinari, N., Daurès, J., & Durand, J. (2001). Regression splines for threshold selection in survival data analysis. Statistics in Medicine, 20(2), 237–247. https://doi.org/10.1002/1097-0258(20010130)20:23.0.CO;2-I
   PubMed Web of Science ®Google Scholar
• Muggeo, V. M. R. (2003). Estimating regression models with unknown break-points. Statistics in Medicine, 22(19), 3055–3071. https://doi.org/10.1002/sim.1545
   PubMed Web of Science ®Google Scholar
• Nordin, S., Volgger, M., Gill, A., & Pechlaner, H. (2019). Destination governance transitions in skiing destinations: A perspective on resortisation. Tourism Management Perspectives, 31, 24–37. https://doi.org/10.1016/j.tmp.2019.03.003
   Web of Science ®Google Scholar
• Olefs, M., Formayer, H., Gobiet, A., Marke, T., Schöner, W., & Revesz, M. (2021). Past and future changes of the Austrian climate – Importance for tourism. Journal of Outdoor Recreation and Tourism, 34, 100395. https://doi.org/10.1016/j.jort.2021.100395
   Google Scholar
• Önder, I., Koerbitz, W., & Hubmann-Haidvogel, A. (2016). Tracing tourists by their digital footprints: The case of Austria. Journal of Travel Research, 55(5), 566–573. https://doi.org/10.1177/0047287514563985
   Web of Science ®Google Scholar
• Pathak, A., van Beynen, P. E., Akiwumi, F. A., & Lindeman, K. C. (2021). Impacts of climate change on the tourism sector of a small island developing state: A case study for the Bahamas. Environmental Development, 37, 100556. https://doi.org/10.1016/j.envdev.2020.100556
   PubMed Web of Science ®Google Scholar
• Paudyal, R., Stein, T. V., Birendra, K. C., & Adams, D. C. (2019). Effects of weather factors on recreation participation in a humid subtropical region. International Journal of Biometeorology, 63(8), 1025–1038. https://doi.org/10.1007/s00484-019-01715-z
   PubMed Web of Science ®Google Scholar
• Pham, T. D., Dwyer, L., Su, J. J., & Ngo, T. (2021). Covid-19 impacts of inbound tourism on Australian economy. Annals of Tourism Research, 88, 103179. https://doi.org/10.1016/j.annals.2021.103179
   PubMed Web of Science ®Google Scholar
• Primack, R. B., Higuchi, H., & Miller-Rushing, A. J. (2009). The impact of climate change on cherry trees and other species in Japan. Biological Conservation, 142(9), 1943–1949. https://doi.org/10.1016/j.biocon.2009.03.016
   Web of Science ®Google Scholar
• Salas-Olmedo, M. H., Moya-Gómez, B., García-Palomares, J. C., & Gutiérrez, J. (2018). Tourists’ digital footprint in cities: Comparing big data sources. Tourism Management, 66, 13–25. https://doi.org/10.1016/j.tourman.2017.11.001
   Web of Science ®Google Scholar
• Schwartz, M. D., & Chen, X. (2002). Examining the onset of spring in China. Climate Research, 21, 157–164. https://doi.org/10.3354/cr021157
   Web of Science ®Google Scholar
• Scott, D., Hall, C. M., & Gössling, S. (2019). Global tourism vulnerability to climate change. Annals of Tourism Research, 77, 49–61. https://doi.org/10.1016/j.annals.2019.05.007
   Web of Science ®Google Scholar
• Scott, D., Steiger, R., Rutty, M., Pons, M., & Johnson, P. (2020). Climate change and Ski tourism sustainability: An integrated model of the adaptive dynamics between Ski area operations and skier demand. Sustainability, 12(24), 10617. https://doi.org/10.3390/SU122410617
   Web of Science ®Google Scholar
• Sessions, C., Wood, S. A., Rabotyagov, S., & Fisher, D. M. (2016). Measuring recreational visitation at U.S. National Parks with crowd-sourced photographs. Journal of Environmental Management, 183, 703–711. https://doi.org/10.1016/j.jenvman.2016.09.018
   PubMed Web of Science ®Google Scholar
• Sina Finance. (2021, August 18). Weibo reports second quarter 2021 earnings. Retrieved August 18, 2021, from https://finance.sina.com.cn/stock/usstock/c/2021-08-18/doc-ikqciyzm2193919.shtml
   Google Scholar
• Tao, Z. X., Ge, Q. S., & Wang, H. J. (2020). Spatio-temporal variations in the thermal requirement of the first flowering dates of Salix babylonica and Ulmus pumila in China during 1963-2018. Acta Geographica Sinica, 72(1), 1451–1464. https://doi.org/10.11821/dlxb201701005
   Google Scholar
• Tebaldi, C., Debeire, K., Eyring, V., Fischer, E., Fyfe, J., Friedlingstein, P., Knutti, R., Lowe, J., O’Neill, B., Sanderson, B., van Vuuren, D., Riahi, K., Meinshausen, M., Nicholls, Z., Tokarska, K. B., Hurtt, G., Kriegler, E., Lamarque, J.-F., Meehl, G., … Ziehn, T. (2021). Climate model projections from the scenario model intercomparison project (ScenarioMIP) of CMIP6. Earth System Dynamics, 12(1), 253–293. https://doi.org/10.5194/esd-12-253-2021
   Web of Science ®Google Scholar
• Turton, S., Dickson, T., Hadwen, W., Jorgensen, B., Pham, T., Simmons, D., Tremblay, P., & Wilson, R. (2010). Developing an approach for tourism climate change assessment: Evidence from four contrasting Australian case studies. Journal of Sustainable Tourism, 18(3), 429–447. https://doi.org/10.1080/09669581003639814
   Web of Science ®Google Scholar
• Varnajot, A., & Saarinen, J. (2021). After glaciers? Towards post-arctic tourism. Annals of Tourism Research, 91, 103205. https://doi.org/10.1016/j.annals.2021.103205
   Web of Science ®Google Scholar
• Vu, H. Q., Li, G., Law, R., & Zhang, Y. (2018). Tourist activity analysis by leveraging mobile social media data. Journal of Travel Research, 57(7), 883–898. https://doi.org/10.1177/0047287517722232
   Web of Science ®Google Scholar
• Wilkins, E., de Urioste-Stone, S., Weiskittel, A., & Gabe, T. (2017). Effects of weather conditions on tourism spending: Implications for future trends under climate change. Journal of Travel Research, 57(8), 1042–1053, https://doi.org/10.1177/0047287517728591
   Web of Science ®Google Scholar
• Wood, S. A., Guerry, A. D., Silver, J. M., & Lacayo, M. (2013). Using social media to quantify nature-based tourism and recreation. Scientific Reports, 3(1), 2976. https://doi.org/10.1038/srep02976
   PubMed Web of Science ®Google Scholar
• Xiang, J. W., Zhang, L. P., Deng, Y., She, D. X., & Zhang, Q. (2021). Projection and evaluation of extreme temperature and precipitation in major regions of China by CMIP6 models. Engineering Journal of Wuhan University, 54(1), 46–57+81. https://doi.org/10.14188/j.1671-8844.2021-01-007
   Google Scholar
• Xin, X. G., Wu, T. W., Zhang, J., Zhang, F., Li, W. P., Zhang, Y. W., Lu, Y. X., Fang, Y. J., Jie, W. H., Zhang, L., Dong, M., Shi, X. L., Li, J. L., Chu, M., Liu, Q. X., & Yan, J. H. (2019). Introduction of BCC models and its participation in CMIP6. Climate Change Research, 15(5), 533–539. https://doi.org/10.12006/j.issn.1673-1719.2019.039
   Google Scholar
• Yazdanpanah, H., Barghi, H., & Esmaili, A. (2016). Effect of climate change impact on tourism: A study on climate comfort of Zayandehroud River route from 2014 to 2039. Tourism Management Perspectives, 17, 82–89. https://doi.org/10.1016/j.tmp.2015.12.002
   Web of Science ®Google Scholar
• Zhang, L. X., Chen, X. L., & Xin, X. G. (2019). Short commentary on CMIP6 scenario model intercomparison project (ScenarioMIP). Climate Change Research, 15(5), 519–525. https://doi.org/10.12006/j.issn.1673-1719.2019.082
   Google Scholar
• Zhang, X., Friedl, M. A., Schaaf, C. B., Strahler, A. H., Hodges, J. C. F., Gao, F., Reed, B. C., & Huete, A. (2003). Monitoring vegetation phenology using MODIS. Remote Sensing of Environment, 84(3), 471–475. https://doi.org/10.1016/S0034-4257(02)00135-9
   Web of Science ®Google Scholar
• Zhou, T., Chen, Z., Zou, L., Chen, X., Yu, Y., Wang, B., Bao, Q., Bao, Y., Cao, J., He, B., Hu, S., Li, L., Li, J., Lin, Y., Ma, L., Qiao, F., Rong, X., Song, Z., Tang, Y., … Zhang, M. (2020). Development of climate and earth system models in China: Past achievements and new CMIP6 results. Journal of Meteorological Research, 34(1), 1–19. https://doi.org/10.1007/s13351-020-9164-0
   Web of Science ®Google Scholar