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Analysis of cultural ecosystem services using text mining of residents' opinions

机译:居民意见文本挖掘的文化生态系统服务分析

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摘要

Cultural ecosystem services are the benefits experienced by people visiting ecological resources. These services are assessed based on visitors' behaviors and perception. Existing quantitative methods based on questionnaire surveys and geotagged photographs are useful in comparative analysis; however, they only address the items presented by researchers. This makes it difficult to explain unique user activities related to cultural ecosystem services in a specific area and the reasons behind their use. Qualitative analytics, which has been identified as an alternative, is ideal for confirming the features of local cultural ecosystem services but is limited in terms of quantification. In light of such limitations, this study opted for text mining as a tool for quantifying the opinions of local residents and the features of local cultural ecosystem services that were expressed during workshops. Specifically, the most frequently used keywords were selected from local residents' texts concerning ecological knowledge and their opinions of cultural ecosystem services, and factor analysis was conducted for each ecological resource to shed light on the features of the cultural ecosystem services provided by each ecological resource. The analysis of Gwangju (Gyeonggi-do) Province, South Korea, showed that the main user activities related to cultural ecosystem services included mountain climbing, farm programs, and history and culture programs, among others. It also revealed local user activities in cultural ecosystem services in each ecological resource-ecosystem services provided by a public stadium in association with adjacent wetlands. It was observed that the indicator "recreation" was subdivided into "mountain climbing," "exercise," "strolling," etc., in relation to "health value." Meanwhile, the indicator "cultural heritage" was distinguished by the special user activity "ceramics" and was associated with "educational value." It could also be qualitatively seen that "aesthetic value" was regarded as a benefit that accompanied the experience of "mountain climbing" and "exercise," which may be enjoyed when visiting places of "nature," "ecosystems," or "plants" with "family," in relation to "social relations value." "Spiritual/religious value" was related to "cultural heritage" in Catholic sacred sites. However, limitations were found in the analysis of cultural ecosystem services based on the opinions of local residents, as it is difficult to compare them with the services of other regions. Thus, further advanced research on cultural ecosystem services is required to uncover regional user activities and allow for a comparative analysis between regions.
机译:文化生态系统服务是人们访问生态资源的福利。这些服务根据访客的行为和感知来评估。基于调查问卷调查和地理标记照片的现有定量方法在比较分析中是有用的;但是,他们只解决研究人员提供的项目。这使得难以解释与特定领域的文化生态系统服务相关的独特用户活动以及其使用背后的原因。已被确定为替代品的定性分析是确认当地文化生态系统服务的特征,但在量化方面受到限制。鉴于此类限制,本研究选择了文本挖掘作为量化当地居民意见的工具以及在研讨会期间表达的当地文化生态系统服务的特征。具体而言,最常见的关键字是选自有关生态知识的当地居民的文本,以及他们对文化生态系统服务的看法,对每个生态资源进行了因素分析,以阐明每个生态资源提供的文化生态系统服务的特征。韩国光州(Gyeonggi-Do)省的分析表明,与文化生态系统服务有关的主要用户活动包括山区攀登,农场计划和历史和文化计划等。它还揭示了在公共场所与邻近湿地联合提供的每个生态资源 - 生态系统服务中的文化生态系统服务中的本地用户活动。据观察,指标“娱乐”被细分为“山区攀登”,“运动”,“漫步,”等,“健康价值”。同时,指标“文化遗产”的特殊用户活动“陶瓷”和“教育价值”有关。它也可以定性地看出“审美价值”被视为伴随着“山区攀登”和“运动”的经验的好处,这些股票可以在访问“自然”的“生态系统”或“植物”或“植物”时享受。与“社会关系价值”有关“家庭”。 “精神/宗教价值”与天主教神圣地点的“文化遗产”有关。然而,根据当地居民的意见,在文化生态系统服务分析中发现了局限性,因为很难将它们与其他地区的服务进行比较。因此,需要进一步的关于文化生态系统服务的高级研究来揭示区域用户活动,并允许区域之间进行比较分析。

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