원문정보
Data-informed Approach to Assessing and Developing Tourism Potential of Jeollanam-do Islands
초록
영어
Island tourism offers distinct attractions compared to land-based travel, providing visitors with unique natural environments and independent cultures not found on the mainland. Due to its ability to facilitate various leisure activities and provide an escape from daily routines, island tourism is expected to maintain steady demand. However, it is also more vulnerable to change in climate and weather changes, making it susceptible to significant restrictions and direct impacts. Despite the growing interest in island tourism, existing research has primarily focused on island classification rather than strategies for effectively utilizing island tourism resources. This study aims to develop a data-driven evaluation and activation strategy for island tourism resources in Jeollanam-do, South Korea. To achieve this, an island classification system is proposed to systematically categorize islands based on their tourism-related characteristics. The classification system is constructed using exploratory factor analysis and a clustering technique based on the Gaussian Mixture Model (GMM), allowing for the identification of key island attributes. Furthermore, an island recommendation algorithm is introduced based on the established classification system, providing strategic insights for the efficient management and promotion of island tourism resources. The findings of this study contribute to enhancing the sustainable utilization of island tourism by offering a systematic framework for resource evaluation and strategic development.
목차
1. 서론
2. 연구방법론
2.1. 탐색적 요인분석 (EFA)
2.2. 가우시안 혼합 모델기반 군집분석
3. 연구자료
3.1. 이론적 배경
3.2. 섬 데이터베이스 구축 방향 및 설계
4. 연구결과
4.1. 요인분석을 통한 전라남도 섬의 특성
4.2. 군집분석을 통한 전라남도 섬 군집화
4.3. 섬 자원 활용방안
5. 결론
참고문헌
