Geospatial Semantics Analysis of the Qinghai-Tibetan Plateau Based on Microblog Short Texts
文献类型：期刊论文
| 作者 | Xu, Jun1,2; Hu, Lei1,2 |
| 刊名 | ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION
 |
| 出版日期 | 2021-10-01 |
| 卷号 | 10期号:10页码:16 |
| 关键词 | geospatial semantics cognition microblog short text ERNIE Qinghai-Tibetan Plateau language representation model |
| DOI | 10.3390/ijgi10100682 |
| 通讯作者 | Xu, Jun(xujun@lreis.ac.cn) |
| 英文摘要 | Place descriptions record qualitative information related to places and their spatial relationships; thus, the geospatial semantics of a place can be extracted from place descriptions. In this study, geotagged microblog short texts recorded in 2017 from the Tibetan Autonomous Region and Qinghai Province were used to extract the place semantics of the Qinghai-Tibetan Plateau (QTP). ERNIE, a language representation model enhanced by knowledge, was employed to extract thematic topics from the microblog short texts, which were then geolocated and used to analyze the place semantics of the QTP. Considering the large number of microblogs published by tourists in both Qinghai and Tibet, we separated the texts into four datasets according to the user, i.e., local users in Tibet, tourists in Tibet, local users in Qinghai, and tourists in Qinghai, to explore the place semantics of the QTP from different perspectives. The results revealed clear spatial variability in the thematic topics. Tibet is characterized by travel- and scenery-related language, whereas Qinghai is characterized by emotion, work, and beauty salon-related language. The human cognition of place semantics differs between local residents and tourists, and with a greater difference between the two in Tibet than in Qinghai. Weibo texts also indicate that local residents and tourists are concerned with different aspects of the same thematic topics. The cities on the QTP can be classified into three groups according to their geospatial semantic components, i.e., tourism-focused, life-focused, and religion-focused cities. |
| WOS关键词 | LANGUAGE SPATIAL RELATIONS ; URBAN ; YINDJIBARNDI ; CATEGORIES ; ONTOLOGY ; OBJECTS ; PLACES ; MODELS |
| 资助项目 | Strategic Priority Research Program of Chinese Academy of Sciences[XDA20040401] ; National Natural Science Foundation of China[41771477] ; National Natural Science Foundation of China[42071376] |
| WOS研究方向 | Computer Science ; Physical Geography ; Remote Sensing |
| 语种 | 英语 |
| WOS记录号 | WOS:000712240100001 |
| 出版者 | MDPI |
| 资助机构 | Strategic Priority Research Program of Chinese Academy of Sciences ; National Natural Science Foundation of China |
| 源URL | [http://ir.igsnrr.ac.cn/handle/311030/167218]  |
| 专题 | 中国科学院地理科学与资源研究所 |
| 通讯作者 | Xu, Jun |
| 作者单位 | 1.Chinese Acad Sci, State Key Lab Resources & Environm Informat Syst, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China 2.Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100049, Peoples R China |
| 推荐引用方式 GB/T 7714 | Xu, Jun,Hu, Lei. Geospatial Semantics Analysis of the Qinghai-Tibetan Plateau Based on Microblog Short Texts[J]. ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION,2021,10(10):16. |
| APA | Xu, Jun,&Hu, Lei.(2021).Geospatial Semantics Analysis of the Qinghai-Tibetan Plateau Based on Microblog Short Texts.ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION,10(10),16. |
| MLA | Xu, Jun,et al."Geospatial Semantics Analysis of the Qinghai-Tibetan Plateau Based on Microblog Short Texts".ISPRS INTERNATIONAL JOURNAL OF GEO-INFORMATION 10.10(2021):16. |
入库方式： OAI收割
来源：地理科学与资源研究所
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