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| Discovering City Profile Based on Tag Semantic Mining |
Chongwu Bi,Guanghui Ye( ),Mingqian Li,Jieyan Zeng |
| School of Information Management, Central China Normal University, Wuhan 430079, China |
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Abstract [Objective] This research proposes a method to discover city profile based on semantic mining, aiming to obtain public awareness of the city. [Methods] Firstly, we generated a description framework of the city profile with hierarchical structure based on tags similarity and agglomerative hierarchical clustering. Secondly, we calculated the importance of social tags to reveal semantic features of cities based on latent semantic mining. Finally, we filtered out social tags with high explanation degree of city profile, and integrated them with the description framework of city profile to establish the hierarchical structure. [Results] With users’ reviews from Zhihu, we established the structural city profiles of six provincial capitals from central China, which identified the public perception of these cities. [Limitations] More research is needed to extract high-quality social tags automatically and generate a better description framework for the city profiles. [Conclusions] The proposed method could extract city profiles from massive social tags and develop fine-grained descriptions.
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Received: 12 May 2019
Published: 25 December 2019
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Corresponding Authors:
Guanghui Ye
E-mail: 3879-4081@163.com
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| [1] |
李纲, 李阳 . 面向决策的“城市病”诊治情报服务探索[J]. 图书情报工作, 2016,60(14):121-127.
|
| [1] |
( Li Gang, Li Yang . Decision-Oriented Intelligence Service on the Diagnosis and Treatment of the “Urban Disease”[J]. Library and Information Service, 2016,60(14):121-127.)
|
| [2] |
李阳, 李纲 . 从情报学视角看“城市病”:一个新的解析与应用[J]. 情报杂志, 2016,35(7):31-36.
|
| [2] |
( Li Yang, Li Gang . Some Studies on Urban Disease from the Perspective of Intelligence Studies: New Analysis and Application[J]. Journal of Intelligence, 2016,35(7):31-36.)
|
| [3] |
林奇·凯文 . 城市的印象[M]. 项秉仁译. 北京: 中国建筑工业出版社, 1990.
|
| [3] |
( Lynch K . Impression of the City[M]. Translated by Xiang Bingren. Beijing: China Architecture & Building Press, 1990.)
|
| [4] |
Laaksonen P, Laaksonen M, Borisov P , et al. Measuring Image of a City: A Qualitative Approach with Case Example[J]. Place Branding, 2006,2(3):210-219.
|
| [5] |
Luque-Martínez T, Barrio-García S D, Ibáñez-Zapata J Á , et al. Modeling a City’s Image: The Case of Granada[J]. Cities, 2007,24(5):335-352.
|
| [6] |
谢永俊, 彭霞, 黄舟 , 等. 基于微博数据的北京市热点区域意象感知[J]. 地理科学进展, 2017,36(9):1099-1110.
|
| [6] |
( Xie Yongjun, Peng Xia, Huang Zhou , et al. Image Perception of Beijing’s Regional Hotspots Based on Microblog Data[J]. Progress in Geography, 2017,36(9):1099-1110.)
|
| [7] |
Wong C U I, Qi S . Tracking the Evolution of a Destination’s Image by Text-mining Online Reviews - the Case of Macau[J]. Tourism Management Perspectives, 2017,23:19-29.
|
| [8] |
Liu L, Zhou B L, Zhao J H , et al. C-IMAGE: City Cognitive Mapping Through Geo-tagged Photos[J]. Geo Journal, 2016,81(6):817-861.
|
| [9] |
张恒婷 . 社交网络图像垃圾标签去除研究[D]. 保定: 华北电力大学, 2012.
|
| [9] |
( Zhang Hengting . Research on Filtering Tag Spam of Social Network Images[D]. Baoding:North China Electric Power University, 2012.)
|
| [10] |
王贤兵 . 社会标注可信度评价方法研究[D]. 武汉: 华中科技大学, 2012.
|
| [10] |
( Wang Xianbing . Research on Method of Evaluating Confidence of Social Annotations[D]. Wuhan: Huazhong University of Science & Technology, 2012.)
|
| [11] |
刘苏祺, 白光伟, 沈航 . 基于用户自描述标签的层次分类体系构建方法[J]. 计算机科学, 2016,43(7):224-229, 239.
|
| [11] |
( Liu Suqi, Bai Guangwei, Shen Hang . Taxonomy Construction Based on User Self-describling Tags[J]. Computer Science, 2016,43(7):224-229, 239.)
|
| [12] |
杨尊琦, 赵瑾珺 . 新浪微博用户领域分类标签的结构和互动研究[J]. 情报杂志, 2014,33(4):122-127.
|
| [12] |
( Yang Zunqi, Zhao Jinjun . Structure and Interaction: The User Category Tags on the Sina Microblog[J]. Journal of Intelligence, 2014,33(4):122-127.)
|
| [13] |
于海鹏, 翟红生 . 一种子空间聚类算法在多标签文本分类中应用[J]. 计算机应用与软件, 2014,31(8):288-291.
|
| [13] |
( Yu Haipeng, Zhai Hongsheng . Applying a Subspace Clustering Algorithm in Multi-label Text Classification[J]. Computer Applications and Software, 2014,31(8):288-291.)
|
| [14] |
韩松涛, 潘云鹤 . 基于“学术单元”的知识组织新框架: 多维度标签构建研究[M]. 杭州: 浙江大学出版社, 2017.
|
| [14] |
( Han Songtao, Pan Yunhe . A New Framework for Knowledge Organization Based on “Academic Unit”[M]. Hangzhou: Zhejiang University Press, 2017.)
|
| [15] |
曹高辉, 焦玉英, 成全 . 基于凝聚式层次聚类算法的标签聚类研究[J]. 现代图书情报技术, 2008(4):23-28.
|
| [15] |
( Cao Gaohui, Jiao Yuying, Cheng Quan . Research on Tag Cluster Based on Hierarchical Agglomerative Clustering Algorithm[J]. New Technology of Library and Information Service, 2008(4):23-28.)
|
| [16] |
熊回香 . 面向Web3.0的大众分类研究[D]. 武汉: 华中师范大学, 2011.
|
| [16] |
( Xiong Huixiang . Research on Folksonomy Oriented to Web3.0[D]. Wuhan: Central China Normal University, 2011.)
|
| [17] |
宣云干 . 基于潜在语义分析的社会化标注系统标签语义检索研究[D]. 南京: 南京大学, 2011.
|
| [17] |
( Xuan Yungan . Research on Tag Semantic Retrieval Based on LSA in Social Tagging System[D]. Nanjing: Nanjing University, 2011.)
|
| [18] |
宣云干 . 社会化标签的语义检索研究[M]. 南京: 东南大学出版社, 2013.
|
| [18] |
( Xuan Yungan . Research on Semantic Retrieval of Social Tags[M]. Nanjing: Southeast University Press, 2013.)
|
| [19] |
Shannon C E . A Mathematical Theory of Communication[J]. The Bell System Technical Journal, 1948,27(3):379-423.
|
| [20] |
Gale W A, Church K W, Yarowsky D . A Method for Disambiguating Word Senses in a Large Corpus[J]. Computers & the Humanities, 1992,26(5-6):415-439.
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