Multi-aspect Entity-Centric Analysis of Big Social Media Archives

被引:6
|
作者
Fafalios, Pavlos [1 ]
Iosifidis, Vasileios [1 ]
Stefanidis, Kostas [2 ]
Ntoutsi, Eirini [1 ]
机构
[1] Leibniz Univ Hannover, Res Ctr L3S, Hannover, Germany
[2] Univ Tampere, Fac Nat Sci, Tampere, Finland
关键词
D O I
10.1007/978-3-319-67008-9_21
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Social media archives serve as important historical information sources, and thus meaningful analysis and exploration methods are of immense value for historians, sociologists and other interested parties. In this paper, we propose an entity-centric approach to analyze social media archives and we define measures that allow studying how entities are reflected in social media in different time periods and under different aspects (like popularity, attitude, controversiality, and connectedness with other entities). A case study using a large Twitter archive of 4 years illustrates the insights that can be gained by such an entity-centric multiaspect analysis.
引用
收藏
页码:261 / 273
页数:13
相关论文
共 50 条
  • [1] Tracking the history and evolution of entities: entity-centric temporal analysis of large social media archives
    Pavlos Fafalios
    Vasileios Iosifidis
    Kostas Stefanidis
    Eirini Ntoutsi
    [J]. International Journal on Digital Libraries, 2020, 21 : 5 - 17
  • [2] Tracking the history and evolution of entities: entity-centric temporal analysis of large social media archives
    Fafalios, Pavlos
    Iosifidis, Vasileios
    Stefanidis, Kostas
    Ntoutsi, Eirini
    [J]. INTERNATIONAL JOURNAL ON DIGITAL LIBRARIES, 2020, 21 (01) : 5 - 17
  • [3] Word-of-Mouth Understanding: Entity-Centric Multimodal Aspect-Opinion Mining in Social Media
    Fang, Quan
    Xu, Changsheng
    Sang, Jitao
    Hossain, M. Shamim
    Muhammad, Ghulam
    [J]. IEEE TRANSACTIONS ON MULTIMEDIA, 2015, 17 (12) : 2281 - 2296
  • [4] Entity-Centric Contextual Affective Analysis
    Field, Anjalie
    Tsvetkov, Yulia
    [J]. 57TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2019), 2019, : 2550 - 2560
  • [5] A Unified Approach to Entity-Centric Context Tracking in Social Conversations
    Ruckert, Ulrich
    Sunkara, Srinivas
    Rastogi, Abhinav
    Prakash, Sushant
    Khaitan, Pranav
    [J]. LREC 2022: THIRTEEN INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION, 2022, : 1275 - 1285
  • [6] Named Entity Disambiguation Leveraging Multi-Aspect Information
    Zhang, Quanlong
    Li, Feng
    Wang, Fang
    Li, Zhoujun
    [J]. 2015 IEEE INTERNATIONAL CONFERENCE ON DATA MINING WORKSHOP (ICDMW), 2015, : 248 - 255
  • [7] Querytogether: Enabling entity-centric exploration in multi-device collaborative search
    Andolina, Salvatore
    Klouche, Khalil
    Ruotsalo, Tuukka
    Floreen, Patrik
    Jacucci, Giulio
    [J]. INFORMATION PROCESSING & MANAGEMENT, 2018, 54 (06) : 1182 - 1202
  • [8] POM centric multi-aspect data analysis for investigating human problem solving function
    Motomura, Shinichi
    Hara, Akinori
    Zhong, Ning
    Lu, Shengfu
    [J]. MINING COMPLEX DATA, 2008, 4944 : 252 - +
  • [9] User-Centric Conversational Recommendation with Multi-Aspect User Modeling
    Li, Shuokai
    Xie, Ruobing
    Zhu, Yongchun
    Ao, Xiang
    Zhuang, Fuzhen
    He, Qing
    [J]. PROCEEDINGS OF THE 45TH INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL (SIGIR '22), 2022, : 223 - 233
  • [10] Multi-aspect gene relation analysis
    Yamakawa, H
    Maruhashi, K
    Nakao, Y
    Yamaguchi, M
    [J]. PACIFIC SYMPOSIUM ON BIOCOMPUTING 2005, 2005, : 233 - 244