Pendekatan K-Means Clustering Metode Elbow Pada Analisis Motivasi Pengunjung Festival Halal JHF#2
DOI:
https://doi.org/10.29040/jiei.v9i3.10591Keywords:
Visitor Motivation, Halal Festival, K-Means, JHF#2Abstract
References
Adam, I., Adongo, C. A., & Amuquandoh, F. E. (2019). A structural decompositional analysis of eco-visitors’ motivations, satisfaction and post-purchase behaviour. Journal of Ecotourism, 18(1), 60–81. https://doi.org/10.1080/14724049.2017.1380657
Ahn, J. J., Choi, E. K. C., & Joung, H. W. (2020). Does gender moderate the relationship among festival attendees’ motivation, perceived value, visitor satisfaction, and electronic word-of-mouth? Information (Switzerland), 11(9). https://doi.org/10.3390/INFO11090412
Ali, A., Sherwani, M., Ali, A., Ali, Z., & Sherwani, M. (2020). Investigating the antecedents of halal brand product purchase intention: an empirical investigation. Journal of Islamic Marketing, 12(7), 1339–1362. https://doi.org/10.1108/JIMA-03-2019-0063
Amaro, S., Chaves, N. B., Henriques, C., & Barroco, C. (2023). Motivation-Based Segmentation of Visitors to a UNESCO Global Geopark. Geoheritage, 15(2). https://doi.org/10.1007/s12371-023-00848-3
Antić, A., VujiÄić, M. D., Dragović, N., Cimbaljević, M., Stankov, U., & Tomić, N. (2022). Show Cave Visitors: An Analytical Scale for Visitor Motivation and Travel Constraints. Geoheritage, 14(2). https://doi.org/10.1007/s12371-022-00686-9
Aradnia, A., Haeri, M. A., & Ebadzadeh, M. M. (2022). Adaptive Explicit Kernel Minkowski Weighted K-means. Information Sciences, 584, 503–518. https://doi.org/10.1016/j.ins.2021.10.048
Bappenas. (2018). Masterplan Ekonomi Syariah Indonesia 2019-2024. In Kementerian Perencanaan Pembangunan Nasional/ Badan Perencanaan Pembangunan Nasional.
https://knks.go.id/storage/upload/1573459280-Masterplan Eksyar_Preview.pdf
Bi, Y., Choi, S., & Kim, I. (2020). Visitors’ motives for attending a healthy food exhibition. International Journal of Environmental Research and Public Health, 17(8).
https://doi.org/10.3390/ijerph17082703
Billah, A., Rahman, M. A., & Hossain, M. T. Bin. (2020). Factors influencing Muslim and non-Muslim consumers’ consumption behavior: A case study on halal food. Journal of Foodservice Business Research, 23(4), 324–349. https://doi.org/10.1080/15378020.2020.1768040
CrescentRating. (2023). Global Muslim Travel Index 2023 (Issue June).
Crompton, J. L. (1979). Motivations for pleasure vacation. Annals of Tourism Research, 6(4), 408–424. https://doi.org/10.1016/0160-7383(79)90004-5
Crompton, J. L., & McKay, S. L. (1997). Motives of visitors attending festival events. Annals of Tourism Research, 24(2), 425–439. https://doi.org/10.1016/s0160-7383(97)80010-2
D’Silva, J., & Sharma, U. (2020). Unsupervised Automatic Text Summarization of Konkani Texts using K-means with Elbow Method. International Journal of Engineering Research and Technology, 13(9), 2380–2384.
https://doi.org/10.37624/ijert/13.9.2020.2380-2384
Dean, D., & Suhartanto, D. (2019). The formation of visitor behavioral intention to creative tourism: the role of push–Pull motivation. Asia Pacific Journal of Tourism Research, 0(0), 1–11. https://doi.org/10.1080/10941665.2019.1572631
Drápela, E., BoháÄ, A., Böhm, H., & ZágorÅ¡ek, K. (2021). Motivation and preferences of visitors in the bohemian paradise unesco global geopark. Geosciences (Switzerland), 11(3), 1–17. https://doi.org/10.3390/geosciences11030116
Duran, E., & Hamarat, B. (2014). Festival attendees’ motivations: The case of international Troia Festival. International Journal of Event and Festival Management, 5(2), 146–163. https://doi.org/10.1108/IJEFM-07-2012-0020
Fauzi, M. A. (2022). Consumer purchase of halal certified product: a quantitative systematic literature review. Journal of Islamic Marketing, 14(6), 1397–1416. https://doi.org/10.1108/JIMA-09-2021-0299
Fieger, P., Prayag, G., & Bruwer, J. (2019). ‘Pull’ motivation: an activity-based typology of international visitors to New Zealand. Current Issues in Tourism, 22(2), 173–196. https://doi.org/10.1080/13683500.2017.1383369
Foster, S., Fillis, I., Lehman, K., & Wickham, M. (2020). Investigating the relationship between visitor location and motivations to attend a museum. Cultural Trends, 0(0), 213–233. https://doi.org/10.1080/09548963.2020.1782172
Getz, D. (2008). Event tourism: Definition, evolution, and research. Tourism Management, 29(3), 403–428. https://doi.org/10.1016/j.tourman.2007.07.017
Grobbelaar, L., Bouwer, S., & Hermann, U. P. (2019). An exploratory investigation of visitor motivations to the Barberton - Makhonjwa Geotrail, South Africa. Geojournal of Tourism and Geosites, 25(2), 283–292. https://doi.org/10.30892/gtg.25101-359
Halkos, G., Leonti, A., & Sardianou, E. (2021). Activities, motivations and satisfaction of urban parks visitors: A structural equation modeling analysis. Economic Analysis and Policy, 70, 502–513. https://doi.org/10.1016/j.eap.2021.04.005
Holmes, K. (2022). Exhibition curation as practice-as-research performance historiography: an incomplete story of audience experience. Studies in Theatre and Performance, 00(00), 1–21. https://doi.org/10.1080/14682761.2022.2105544
Iso-Ahola, S. E. (1982). Toward a social psychological theory of tourism motivation: A rejoinder. Annals of Tourism Research, 9(2), 256–262. https://doi.org/10.1016/0160-7383(82)90049-4
Jia, P., Tang, Y., & Du, Y. (2022). How is the value of the exhibition brand in the eyes of the audience? Based on the perspective of green practice. Frontiers in Psychology, 13(September), 1–13. https://doi.org/10.3389/fpsyg.2022.1019508
Joenpolvi, E., Mortimer, G., & Mathmann, F. (2022). Can attending farmers’ markets lead to unplanned deviant visitor behavior? Tourism and Hospitality Research. https://doi.org/10.1177/14673584221117680
Jureniene, V., & Peseckiene, D. (2020). Art gallery visitors’ motivations. Informacijos Mokslai, 89, 17–33. https://doi.org/10.15388/IM.2020.89.37
Kang, S. K., & Lee, J. (2021). A cannabis festival in urban space: visitors’ motivation and travel activity. Journal of Hospitality and Tourism Insights, 4(2), 142–162. https://doi.org/10.1108/JHTI-09-2020-0177
Karoui, S., & Khemakhem, R. (2019). Factors affecting the Islamic purchasing behavior – a qualitative study. Journal of Islamic Marketing, 10(4), 1104–1127. https://doi.org/10.1108/JIMA-12-2017-0145
Khan, F., & Callanan, M. (2017). The “Halalification†of tourism. Journal of Islamic Marketing, 8(4), 558–577. https://doi.org/10.1108/JIMA-01-2016-0001
Kim, M. J., & Hall, C. M. (2019). A hedonic motivation model in virtual reality tourism: Comparing visitors and non-visitors. International Journal of Information Management, 46(March), 236–249. https://doi.org/10.1016/j.ijinfomgt.2018.11.016
Kim, Y., & Kim, Y. (2023). Global regionalization of heat environment quality perception based on K-means clustering and Google trends data. Sustainable Cities and Society, 96(June), 104710. https://doi.org/10.1016/j.scs.2023.104710
Kurniawati, D. A., & Savitri, H. (2020). Awareness level analysis of Indonesian consumers toward halal products. Journal of Islamic Marketing, 11(2), 531–546. https://doi.org/10.1108/JIMA-10-2017-0104
Lee, C. K., Lee, Y. K., & Wicks, B. E. (2004). Segmentation of festival motivation by nationality and satisfaction. Tourism Management, 25(1), 61–70. https://doi.org/10.1016/S0261-5177(03)00060-8
Liro, J. (2021). Visitors’ motivations and behaviours at pilgrimage centres: push and pull perspectives. Journal of Heritage Tourism, 16(1), 79–99. https://doi.org/10.1080/1743873X.2020.1761820
Mahbubi, A., Uchiyama, T., & Hatanaka, K. (2019). Capturing consumer value and clustering customer preferences in the Indonesian halal beef market. Meat Science, 156, 23–32. https://doi.org/10.1016/j.meatsci.2019.05.012
Mannell, R. C., & Iso-Ahola, S. E. (1987). Psychological nature of leisure and tourism experience. Annals of Tourism Research, 14(3), 314–331. https://doi.org/10.1016/0160-7383(87)90105-8
Martaleni, M., Hadiyati, E., Pertiwi, Y. I., & Kerti Yasa, N. N. (2021). Role of tourist motivation as mediating variable on visitor decisions at Indonesian tourism village. Innovative Marketing, 17(3), 88–98. https://doi.org/10.21511/im.17(3).2021.07
Marutho, D., Hendra Handaka, S., Wijaya, E., & Muljono. (2018). The Determination of Cluster Number at k-Mean Using Elbow Method and Purity Evaluation on Headline News. Proceedings - 2018 International Seminar on Application for Technology of Information and Communication: Creative Technology for Human Life, ISemantic 2018, 533–538. https://doi.org/10.1109/ISEMANTIC.2018.8549751
Muhs, C., Osinaike, A., & Thomas, L. (2020). Rave and hardstyle festival attendance motivations: a case study of Defqon.1 weekend festival. International Journal of Event and Festival Management, 11(2), 161–180. https://doi.org/10.1108/IJEFM-07-2019-0036
Nayak, J. K., & Bhalla, N. (2016). Factors motivating visitors for attending handicraft exhibitions: Special reference to Uttarakhand, India. Tourism Management Perspectives, 20, 238–245. https://doi.org/10.1016/j.tmp.2016.10.001
Nestorovic, C. (2016). Islamic Marketing understanding the socio-economic, cultural, and politicol-legal environment. In Springer.
Omo-Obas, P., & Anning-Dorson, T. (2022). Cognitive-affective-motivation factors influencing international visitors’ destination satisfaction and loyalty. Journal of Hospitality and Tourism Insights. https://doi.org/10.1108/JHTI-05-2022-0178
Organisation of Islamic Cooperation. (2017). Strategic Roadmap for Development of Islamic Tourism in OIC Member Countries Statistical, Economic and Social Research and Training (Issue July).
Phan, T. T. L., & Schott, C. (2019). Visitor responses to environmental interpretation in protected areas in Vietnam: a motivation-based segmentation analysis. Tourism Recreation Research, 44(4), 492–506. https://doi.org/10.1080/02508281.2019.1630168
Phelan, S., Specht, I., & Lewalter, D. (2020). Visit Motivation as Part of Visitors’ Personal Context in a Science Museum. Visitor Studies, 23(2), 141–161. https://doi.org/10.1080/10645578.2020.1808419
Pilcher, D. R., & NIck, E. (2016). Understanding the audience: Purbeck Folk Festival. International Journal of Event and Festival Management, 7(1), 1–31
Rahman, M., Moghavvemi, S., Thirumoorthi, T., & Rahman, M. K. (2020). The impact of tourists’ perceptions on halal tourism destination: a structural model analysis. Tourism Review, 75(3), 575–594. https://doi.org/10.1108/TR-05-2019-0182
Ratnasari, R. T., Gunawan, S., Mawardi, I., & Kirana, K. C. (2020). Emotional experience on behavioral intention for halal tourism. Journal of Islamic Marketing, 12(4), 864–881. https://doi.org/10.1108/JIMA-12-2019-0256
Rice, W. L., Taff, B. D., Miller, Z. D., Newman, P., Zipp, K. Y., Pan, B., Newton, J. N., & D’Antonio, A. (2020). Connecting motivations to outcomes: A study of park visitors’ outcome attainment. Journal of Outdoor Recreation and Tourism, 29(August 2019), 100272. https://doi.org/10.1016/j.jort.2019.100272
Ridwan, T., Azizah, Z., Thufeil, M., Satriadi, I. B., Febrianti, E., Hidayah, A. N., Maulana, M. I., & Iwan. (2022). Jogja Halal Fest#2 Indonesia Menuju Pusat Produsen Halal Dunia. MES DIY, 1–70
Rittichainuwat, B., & Mair, J. (2012). Visitor attendance motivations at consumer travel exhibitions. Tourism Management, 33(5), 1236–1244. https://doi.org/10.1016/j.tourman.2011.11.002
Ross and Iso-Ahola, E. L. (1991). “Sightseeing Tourists’ Motivation and Satisfaction.†Annals of Tourism Research, 18:226-37. 18, 226–237
Rossetti, G. (2021). The role of literary festival attendance in generating attendees’ health and well-being. International Journal of Event and Festival Management, 12(3), 265–278. https://doi.org/10.1108/IJEFM-12-2020-0083
Seong, B. H., & Hong, C. Y. (2021). Moderating effect of demographic variables by analyzing the motivation and satisfaction of visitors to the former presidential vacation villa: Case study of cheongnam-dae, south korea. Societies, 11(3). https://doi.org/10.3390/SOC11030104
Saputra, D. M., Saputra, D., & Oswari, L. D. (2020). Effect of Distance Metrics in Determining K-Value in K-means Clustering Using Elbow and Silhouette Method. Sriwijaya International Conference on Information Technology and Its Applications (SICONIAN 2019), 172(Siconian 2019), 341–346. https://doi.org/10.2991/aisr.k.200424.051
Shakoori, A., & Hosseini, M. (2019). An examination of the effects of motivation on visitors’ loyalty: case study of the Golestan Palace, Tehran. Tourism Management Perspectives, 32(June). https://doi.org/10.1016/j.tmp.2019.100554
Shi, X., Day, J., Gordon, S., Cai, L., & Adler, H. (2019). An exploratory study of visitors’ motivations at a heritage destination: The case of the South Luogu Alley in China. Journal of Hospitality and Tourism Insights, 2(2), 186–202. https://doi.org/10.1108/JHTI-07-2018-0041
Stangl, B., Prayag, G., & Polster, L. (2020). Segmenting visitors’ motivation, price perceptions, willingness to pay and price sensitivity in a collaborative destination marketing effort. Current Issues in Tourism, 23(21), 2666–2682. https://doi.org/10.1080/13683500.2019.1662380
Su, D. N., Nguyen, N. A. N., Nguyen, Q. N. T., & Tran, T. P. (2020). The link between travel motivation and satisfaction towards a heritage destination: The role of visitor engagement, visitor experience and heritage destination image. Tourism Management Perspectives, 34(June 2019), 100634. https://doi.org/10.1016/j.tmp.2020.100634
Usman, H., Chairy, C., & Projo, N. W. K. (2022). Impact of Muslim decision-making style and religiosity on intention to purchasing certified halal food. Journal of Islamic Marketing, 13(11), 2268–2289. https://doi.org/10.1108/JIMA-01-2021-0027
Vasiljević, Ä. A., VujiÄić, M. D., Stankov, U., & Dragović, N. (2023). Visitor motivation and perceived value of periurban parks - Case study of Kamenica park, Serbia. Journal of Outdoor Recreation and Tourism, 42(February), 100625. https://doi.org/10.1016/j.jort.2023.100625
Westwood, C. H., Schofield, P., & Berridge, G. C. (2018). Agricultural Show: Visitor Motivation, Experience and Behavioral Intentions. International Journal of Event, 1–27. http://emeraldgrouppublishing.com/products/journals/journals.htm?id=ijefm
Wang, C. L., Chan, Y. K., Chu, S. W., & Yu, S. S. (2022). r-Reference points based K-means algorithm. Information Sciences, 610, 204–214. https://doi.org/10.1016/j.ins.2022.07.166
Zafeiroudi, A., & Kouthouris, C. (2020). Segmenting visitors of a Greek recreational theme park using factors that motivate attendance. Managing Sport and Leisure, 0(0), 1–15. https://doi.org/10.1080/23750472.2020.1860802



