How to cite this paper
Ariyani, N., Fauzi, A & Umar, F. (2023). Predicting determinant factors and development strategy for tourist villages.Decision Science Letters , 12(1), 137-148.
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Adekitan, A. I., Abolade, J., & Shobayo, O. (2019). Data mining approach for predicting the daily Internet data traffic of a smart university. Journal of Big Data, 6(1). https://doi.org/10.1186/s40537-019-0176-5
Amin, A., & Ibrahim, Y. (2015). Model of Sustainable Community Participation in Homestay Program. Mediterranean Journal of Social Sciences, 6(3), 539–545. https://doi.org/10.5901/mjss.2015.v6n3s2p539
An, L. T., Markowski, J., Bartos, M., Rzenca, A., & Namiecinski, P. (2019). An evaluation of destination attractiveness for nature-based tourism: Recommendations for the management of national parks in Vietnam. Nature Conservation, 32(March), 51–80. https://doi.org/10.3897/natureconservation.32.30753
Andariesta, D. T., & Wasesa, M. (2022). Machine learning models for predicting international tourist arrivals in Indonesia during the COVID-19 pandemic: a multisource Internet data approach. Journal of Tourism Futures, 1–17. https://doi.org/10.1108/JTF-10-2021-0239
Anggarwal, C. .(2015). Data Mining: The Textbook. Springern _c Springer International Publishing Switzerland. https://doi.org/10.1016/0304-3835(81)90152-X
Ariyani, N., Fauzi, A., Juanda, B., & Beik, I. S. (2016). A policy scenario modeling of poverty alleviation program in Indonesia : An application of Promethee method. Issues in Business Management and Economics, 4(6), 53–62. https://doi.org/10.15739/IBME.16.008
Bhalla, P., Coghlan, A., & Bhattacharya, P. (2016). Homestays’ contribution to community-based ecotourism in the Himalayan region of India. Tourism Recreation Research, 41(2), 213–228. https://doi.org/10.1080/02508281.2016.1178474
Bottero, M. C., Dell’Anna, F., & Gobbo, G. L. (2019). A PROMETHEE-based approach for designing the reuse of an abandoned railway in the Monferrato Region, Italy. International Journal of Multicriteria Decision Making, 8(1), 60–63. https://doi.org/10.1504/IJMCDM.2019.098027
Brans, J. P., Vincke, P., & Mareschal, B. (1986). How to select and how to rank projects : The PROMETHEE method . European Journal of Operational Research 14 ... How to select and how to rank projects : The PROMETHEE method. European Journal of Operational Research, 24, 228–238.
Breiman, L. (2001). Random Forests. Machine Learning, 45, 5–32. https://doi.org/10.1023/A:1010933404324
Ghasemi, P., Mehdiabadi, A., Spulbar, C., & Birau, R. (2021). Ranking of sustainable medical tourism destinations in Iran: An integrated approach using fuzzy swara-promethee. Sustainability (Switzerland), 13(2), 1–32. https://doi.org/10.3390/su13020683
Gohori, O., & van der Merwe, P. (2020). Towards a tourism and community-development framework: An African perspective. Sustainability (Switzerland), 12(13). https://doi.org/10.3390/su12135305
Gorunescu, F. (2011). Data Mining: Concepts, Models and Techniques. In Intelligent Systems Reference Library (Vol. 12). Springer Link. https://doi.org/https://doi.org/10.1007/978-3-642-19721-5
Hersh, M. (2006). Mathematical modelling for sustainable development. Springer.
Hidayatullah, S., Malang, U. M., & Rachmawati, I. K. (2018). Development of Tourist Village Model Through “Pokdarwis” Empowerment and Information Technology Utilization. European Journal of Business and Management, January. https://doi.org/10.7176/ejbm-10-23-12
Ho, P. T. (2022). Smart Tourism Recommendation Method in Southeast Asia under Big Data and Artificial Intelligence Algorithms. Mobile Information Systems, 2022. https://doi.org/10.1155/2022/4047501
Kamel, N., & Atiya, A. (2008). Tourism demand forecasting using machine learning methods. Aiml, January. http://infos2007.fci.cu.edu.eg/tourism/07184.pdf
Kantsperger, M., Thees, H., & Eckert, C. (2019). Local participation in tourism development-roles of non-tourism related residents of the Alpine Destination Bad Reichenhall. Sustainability (Switzerland), 11(24). https://doi.org/10.3390/SU11246947
Khalid, S., Ahmad, M. S., Ramayah, T., Hwang, J., & Kim, I. (2019). Community empowerment and sustainable tourism development: The mediating role of community support for tourism. Sustainability (Switzerland), 11(22). https://doi.org/10.3390/su11226248
Kolios, A., Mytilinou, V., Lozano-Minguez, E., & Salonitis, K. (2016). A comparative study of multiple-criteria decision-making methods under stochastic inputs. Energies, 9(7), 1–21. https://doi.org/10.3390/en9070566
Koopmans, M. E., Rogge, E., Mettepenningen, E., Knickel, K., & Šūmane, S. (2018). The role of multi-actor governance in aligning farm modernization and sustainable rural development. Journal of Rural Studies, 59, 252–262. https://doi.org/10.1016/j.jrurstud.2017.03.012
Kristianto, B., Fahrudin, A., & Salim, Z. (2019). Determinants of sustainable small islands tourism management: Case study of Pahawang Island, Indonesia. IOP Conference Series: Earth and Environmental Science, 241(1). https://doi.org/10.1088/1755-1315/241/1/012015
Li, W. (2022). Prediction of Tourism Demand in Liuzhou Region Based on Machine Learning. Mobile Information Systems, 1–9. https://doi.org/10.1155/2022/9362562
Liu, C., Dou, X., Li, J., & Cai, L. A. (2020). Analyzing government role in rural tourism development: An empirical investigation from China. Journal of Rural Studies, 79(October 2019), 177–188. https://doi.org/10.1016/j.jrurstud.2020.08.046
Lopes, A. P. F., Muñoz, M. M., & Alarcón-Urbistondo, P. (2018). Regional tourism competitiveness using the PROMETHEE approach. Annals of Tourism Research, 73(December 2017), 1–13. https://doi.org/10.1016/j.annals.2018.07.003
McLennan, C. lee J., Ritchie, B. W., Ruhanen, L. M., & Moyle, B. D. (2014). An institutional assessment of three local government-level tourism destinations at different stages of the transformation process. Tourism Management, 41, 107–118. https://doi.org/10.1016/j.tourman.2013.09.007
Mtapuri, O., & Giampiccoli, A. (2013). Interrogating the role of the state and nonstate actors in community-based tourism ventures: Toward a model for spreading the benefits to the wider community. South African Geographical Journal, 95(1), 1–15. https://doi.org/10.1080/03736245.2013.805078
Muganda, M., Sirima, A., & Ezra, P. M. (2013). The Role of Local Communities in Tourism Development: Grassroots Perspectives from Tanzania. Journal of Human Ecology, 41(1), 53–66. https://doi.org/10.1080/09709274.2013.11906553
Nair, V., Munikrishnan, U. T., Rajaratnam, S. D., & King, N. (2015). Redefining Rural Tourism in Malaysia: A Conceptual Perspective. Asia Pacific Journal of Tourism Research, 20(3), 314–337. https://doi.org/10.1080/10941665.2014.889026
Nazmfar, H., Eshghei, A., Alavi, S., & Pourmoradian, S. (2019). Analysis of travel and tourism competitiveness index in middle-east countries. Asia Pacific Journal of Tourism Research, 24(6), 501–513. https://doi.org/10.1080/10941665.2019.1590428
Neumeier, S., & Pollermann, K. (2014). Rural tourism as promoter of rural development - Prospects and limitations: Case study findings from a pilot projectpromoting village tourism. European Countryside, 6(4), 270–296. https://doi.org/10.2478/euco-2014-0015
Powell, R. B., Green, T. F., Holladay, P. J., Krafte, K. E., Duda, M., Nguyen, M. T., Spencer, J. H., & Das, P. (2018). Examining Community Resilience to Assist in Sustainable Tourism Development Planning in Dong Van Karst Plateau Geopark, Vietnam. Tourism Planning and Development, 15(4), 436–457. https://doi.org/10.1080/21568316.2017.1338202
Purbasari, N., & Manaf, A. (2018). Comparative Study on the Characteristics of Community-Based Tourism between Pentingsari and Nglanggeran Tourism Village, Special Region Yogyakarta. E3S Web of Conferences, 31. https://doi.org/10.1051/e3sconf/20183109007
Purnaningrum, E., & Athoillah, M. (2021). SVM Approach for Forecasting International Tourism Arrival in East Java. Journal of Physics: Conference Series, 1863(1). https://doi.org/10.1088/1742-6596/1863/1/012060
Quinlan, J. R. (1992). Learning with continuous classes. Australian Joint Conference on Artificial Intelligence, 92, 343–348.
Rodrigues, C., Liberato, D., & Melo, C. (2021). Tourism sustainable practices in rural territories: The case of Caretos de Podence. Journal of Tourism and Development, 36, 205–220. https://doi.org/10.34624/rtd.v1i36.23736
Schwartz, M., & Gothner, M. (2009). A novel approach to incubator evaluation: The PROMETHEE outranking procedure. In Econstor (No. 1; January).
Sharpley, R., & Roberts, L. (2004). Rural tourism — 10 years on. International Journal of Tourism Research, 6(3), 119–124. https://doi.org/10.1002/jtr.478
Tang, Y. (2022). Discrete Dynamic Modeling Analysis of Rural Revitalization and Ecotourism Sustainable Prediction Based on Big Data. Discrete Dynamics in Nature and Society, 2022. https://doi.org/10.1155/2022/9158905
Tian, C., Peng, J. J., Zhang, W. Y., Zhang, S., & Wang, J. Q. (2020). Tourism environmental impact assessment based on improved ahp and picture fuzzy promethee ii methods. Technological and Economic Development of Economy, 26(2), 355–378. https://doi.org/10.3846/tede.2019.11413
Waghmode, M. L., & Jamsandekar, P. P. (2013). Role of ict in tourism. ASM’s International E-Journal of Ongoing Research in Management and IT, 5(8), 1–10.
Witten, I. H., Frank, E., Hall, M. A., & Pal, C. J. (2017). Data Mining: Practical Machine Learning Tools and Techniques. (4 th). Burlington, MA: In Morgan Kaufmann.
Xie, D., & He, Y. (2022). Marketing Strategy of Rural Tourism Based on Big Data and Artificial Intelligence. Hindawi, Mobile Information System, 2022, 7. https://doi.org/https://doi.org/10.1155/2022/9154351
Yu, C. P., Cole, S. T., & Chancellor, C. (2018). Resident support for tourism development in rural midwestern (USA) communities: Perceived tourism impacts and community quality of life perspective. Sustainability (Switzerland), 10(3). https://doi.org/10.3390/su10030802
Yu, N., & Chen, J. (2022). Design of Machine Learning Algorithm for Tourism Demand Prediction. Computational and Mathematical Methods in Medicine, 2022. https://doi.org/10.1155/2022/6352381
Yuliawan, D., Hakim, Dedi Budiman; Juanda, B. ;, & Fauzi, A. (2022). Classification and prediction of rural socio-economic vulnerability (IRSV) integrated with social_ecological system (SES). Decision Science Letters, 2(2022), 1–10. https://doi.org/10.5267/dsl.2022.4.001
Amin, A., & Ibrahim, Y. (2015). Model of Sustainable Community Participation in Homestay Program. Mediterranean Journal of Social Sciences, 6(3), 539–545. https://doi.org/10.5901/mjss.2015.v6n3s2p539
An, L. T., Markowski, J., Bartos, M., Rzenca, A., & Namiecinski, P. (2019). An evaluation of destination attractiveness for nature-based tourism: Recommendations for the management of national parks in Vietnam. Nature Conservation, 32(March), 51–80. https://doi.org/10.3897/natureconservation.32.30753
Andariesta, D. T., & Wasesa, M. (2022). Machine learning models for predicting international tourist arrivals in Indonesia during the COVID-19 pandemic: a multisource Internet data approach. Journal of Tourism Futures, 1–17. https://doi.org/10.1108/JTF-10-2021-0239
Anggarwal, C. .(2015). Data Mining: The Textbook. Springern _c Springer International Publishing Switzerland. https://doi.org/10.1016/0304-3835(81)90152-X
Ariyani, N., Fauzi, A., Juanda, B., & Beik, I. S. (2016). A policy scenario modeling of poverty alleviation program in Indonesia : An application of Promethee method. Issues in Business Management and Economics, 4(6), 53–62. https://doi.org/10.15739/IBME.16.008
Bhalla, P., Coghlan, A., & Bhattacharya, P. (2016). Homestays’ contribution to community-based ecotourism in the Himalayan region of India. Tourism Recreation Research, 41(2), 213–228. https://doi.org/10.1080/02508281.2016.1178474
Bottero, M. C., Dell’Anna, F., & Gobbo, G. L. (2019). A PROMETHEE-based approach for designing the reuse of an abandoned railway in the Monferrato Region, Italy. International Journal of Multicriteria Decision Making, 8(1), 60–63. https://doi.org/10.1504/IJMCDM.2019.098027
Brans, J. P., Vincke, P., & Mareschal, B. (1986). How to select and how to rank projects : The PROMETHEE method . European Journal of Operational Research 14 ... How to select and how to rank projects : The PROMETHEE method. European Journal of Operational Research, 24, 228–238.
Breiman, L. (2001). Random Forests. Machine Learning, 45, 5–32. https://doi.org/10.1023/A:1010933404324
Ghasemi, P., Mehdiabadi, A., Spulbar, C., & Birau, R. (2021). Ranking of sustainable medical tourism destinations in Iran: An integrated approach using fuzzy swara-promethee. Sustainability (Switzerland), 13(2), 1–32. https://doi.org/10.3390/su13020683
Gohori, O., & van der Merwe, P. (2020). Towards a tourism and community-development framework: An African perspective. Sustainability (Switzerland), 12(13). https://doi.org/10.3390/su12135305
Gorunescu, F. (2011). Data Mining: Concepts, Models and Techniques. In Intelligent Systems Reference Library (Vol. 12). Springer Link. https://doi.org/https://doi.org/10.1007/978-3-642-19721-5
Hersh, M. (2006). Mathematical modelling for sustainable development. Springer.
Hidayatullah, S., Malang, U. M., & Rachmawati, I. K. (2018). Development of Tourist Village Model Through “Pokdarwis” Empowerment and Information Technology Utilization. European Journal of Business and Management, January. https://doi.org/10.7176/ejbm-10-23-12
Ho, P. T. (2022). Smart Tourism Recommendation Method in Southeast Asia under Big Data and Artificial Intelligence Algorithms. Mobile Information Systems, 2022. https://doi.org/10.1155/2022/4047501
Kamel, N., & Atiya, A. (2008). Tourism demand forecasting using machine learning methods. Aiml, January. http://infos2007.fci.cu.edu.eg/tourism/07184.pdf
Kantsperger, M., Thees, H., & Eckert, C. (2019). Local participation in tourism development-roles of non-tourism related residents of the Alpine Destination Bad Reichenhall. Sustainability (Switzerland), 11(24). https://doi.org/10.3390/SU11246947
Khalid, S., Ahmad, M. S., Ramayah, T., Hwang, J., & Kim, I. (2019). Community empowerment and sustainable tourism development: The mediating role of community support for tourism. Sustainability (Switzerland), 11(22). https://doi.org/10.3390/su11226248
Kolios, A., Mytilinou, V., Lozano-Minguez, E., & Salonitis, K. (2016). A comparative study of multiple-criteria decision-making methods under stochastic inputs. Energies, 9(7), 1–21. https://doi.org/10.3390/en9070566
Koopmans, M. E., Rogge, E., Mettepenningen, E., Knickel, K., & Šūmane, S. (2018). The role of multi-actor governance in aligning farm modernization and sustainable rural development. Journal of Rural Studies, 59, 252–262. https://doi.org/10.1016/j.jrurstud.2017.03.012
Kristianto, B., Fahrudin, A., & Salim, Z. (2019). Determinants of sustainable small islands tourism management: Case study of Pahawang Island, Indonesia. IOP Conference Series: Earth and Environmental Science, 241(1). https://doi.org/10.1088/1755-1315/241/1/012015
Li, W. (2022). Prediction of Tourism Demand in Liuzhou Region Based on Machine Learning. Mobile Information Systems, 1–9. https://doi.org/10.1155/2022/9362562
Liu, C., Dou, X., Li, J., & Cai, L. A. (2020). Analyzing government role in rural tourism development: An empirical investigation from China. Journal of Rural Studies, 79(October 2019), 177–188. https://doi.org/10.1016/j.jrurstud.2020.08.046
Lopes, A. P. F., Muñoz, M. M., & Alarcón-Urbistondo, P. (2018). Regional tourism competitiveness using the PROMETHEE approach. Annals of Tourism Research, 73(December 2017), 1–13. https://doi.org/10.1016/j.annals.2018.07.003
McLennan, C. lee J., Ritchie, B. W., Ruhanen, L. M., & Moyle, B. D. (2014). An institutional assessment of three local government-level tourism destinations at different stages of the transformation process. Tourism Management, 41, 107–118. https://doi.org/10.1016/j.tourman.2013.09.007
Mtapuri, O., & Giampiccoli, A. (2013). Interrogating the role of the state and nonstate actors in community-based tourism ventures: Toward a model for spreading the benefits to the wider community. South African Geographical Journal, 95(1), 1–15. https://doi.org/10.1080/03736245.2013.805078
Muganda, M., Sirima, A., & Ezra, P. M. (2013). The Role of Local Communities in Tourism Development: Grassroots Perspectives from Tanzania. Journal of Human Ecology, 41(1), 53–66. https://doi.org/10.1080/09709274.2013.11906553
Nair, V., Munikrishnan, U. T., Rajaratnam, S. D., & King, N. (2015). Redefining Rural Tourism in Malaysia: A Conceptual Perspective. Asia Pacific Journal of Tourism Research, 20(3), 314–337. https://doi.org/10.1080/10941665.2014.889026
Nazmfar, H., Eshghei, A., Alavi, S., & Pourmoradian, S. (2019). Analysis of travel and tourism competitiveness index in middle-east countries. Asia Pacific Journal of Tourism Research, 24(6), 501–513. https://doi.org/10.1080/10941665.2019.1590428
Neumeier, S., & Pollermann, K. (2014). Rural tourism as promoter of rural development - Prospects and limitations: Case study findings from a pilot projectpromoting village tourism. European Countryside, 6(4), 270–296. https://doi.org/10.2478/euco-2014-0015
Powell, R. B., Green, T. F., Holladay, P. J., Krafte, K. E., Duda, M., Nguyen, M. T., Spencer, J. H., & Das, P. (2018). Examining Community Resilience to Assist in Sustainable Tourism Development Planning in Dong Van Karst Plateau Geopark, Vietnam. Tourism Planning and Development, 15(4), 436–457. https://doi.org/10.1080/21568316.2017.1338202
Purbasari, N., & Manaf, A. (2018). Comparative Study on the Characteristics of Community-Based Tourism between Pentingsari and Nglanggeran Tourism Village, Special Region Yogyakarta. E3S Web of Conferences, 31. https://doi.org/10.1051/e3sconf/20183109007
Purnaningrum, E., & Athoillah, M. (2021). SVM Approach for Forecasting International Tourism Arrival in East Java. Journal of Physics: Conference Series, 1863(1). https://doi.org/10.1088/1742-6596/1863/1/012060
Quinlan, J. R. (1992). Learning with continuous classes. Australian Joint Conference on Artificial Intelligence, 92, 343–348.
Rodrigues, C., Liberato, D., & Melo, C. (2021). Tourism sustainable practices in rural territories: The case of Caretos de Podence. Journal of Tourism and Development, 36, 205–220. https://doi.org/10.34624/rtd.v1i36.23736
Schwartz, M., & Gothner, M. (2009). A novel approach to incubator evaluation: The PROMETHEE outranking procedure. In Econstor (No. 1; January).
Sharpley, R., & Roberts, L. (2004). Rural tourism — 10 years on. International Journal of Tourism Research, 6(3), 119–124. https://doi.org/10.1002/jtr.478
Tang, Y. (2022). Discrete Dynamic Modeling Analysis of Rural Revitalization and Ecotourism Sustainable Prediction Based on Big Data. Discrete Dynamics in Nature and Society, 2022. https://doi.org/10.1155/2022/9158905
Tian, C., Peng, J. J., Zhang, W. Y., Zhang, S., & Wang, J. Q. (2020). Tourism environmental impact assessment based on improved ahp and picture fuzzy promethee ii methods. Technological and Economic Development of Economy, 26(2), 355–378. https://doi.org/10.3846/tede.2019.11413
Waghmode, M. L., & Jamsandekar, P. P. (2013). Role of ict in tourism. ASM’s International E-Journal of Ongoing Research in Management and IT, 5(8), 1–10.
Witten, I. H., Frank, E., Hall, M. A., & Pal, C. J. (2017). Data Mining: Practical Machine Learning Tools and Techniques. (4 th). Burlington, MA: In Morgan Kaufmann.
Xie, D., & He, Y. (2022). Marketing Strategy of Rural Tourism Based on Big Data and Artificial Intelligence. Hindawi, Mobile Information System, 2022, 7. https://doi.org/https://doi.org/10.1155/2022/9154351
Yu, C. P., Cole, S. T., & Chancellor, C. (2018). Resident support for tourism development in rural midwestern (USA) communities: Perceived tourism impacts and community quality of life perspective. Sustainability (Switzerland), 10(3). https://doi.org/10.3390/su10030802
Yu, N., & Chen, J. (2022). Design of Machine Learning Algorithm for Tourism Demand Prediction. Computational and Mathematical Methods in Medicine, 2022. https://doi.org/10.1155/2022/6352381
Yuliawan, D., Hakim, Dedi Budiman; Juanda, B. ;, & Fauzi, A. (2022). Classification and prediction of rural socio-economic vulnerability (IRSV) integrated with social_ecological system (SES). Decision Science Letters, 2(2022), 1–10. https://doi.org/10.5267/dsl.2022.4.001