Events Detection and Temporal Analysis in Social Media

被引：1

作者：

Jia, Yawei ^{[1
]}

Xu, Jing ^{[1
]}

Xu, Zhonghu ^{[1
]}

Xing, Kai ^{[1
]}

机构：

[1] Univ Sci & Technol China, 443 Huangshan Rd, Hefei 230027, Anhui, Peoples R China

来源：

NATURAL LANGUAGE UNDERSTANDING AND INTELLIGENT APPLICATIONS (NLPCC 2016) | 2016年 / 10102卷

关键词：

Event detection; KeyGraph; Co-occurrence; Temporal analysis; TOPIC DETECTION;

D O I：

10.1007/978-3-319-50496-4_33

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In the past few years, event detection has drawn a lot of attention. We proposed an efficient method to detect event in this paper. An event is defined as a set of descriptive, collocated keywords in this paper. Intuitively, documents that describe the same event will contain similar sets of keywords. Individual events will form clusters in the graph of keywords for a document collection. We built a network of keywords based on their co-occurrence in documents. We proposed an efficient method which create a keywords weight directed graph named KeyGraph and use community detection method to discover events. Clump of keywords describing an event can be used to analyse the trend of the event. The accuracy of detecting events is over eighty percents with our method.

引用

页码：401 / 412

页数：12

共 50 条

[1] Event Detection on Large Social Media Using Temporal Analysis
Aldhaheri, Abdulrahman
Lee, Jeongkyu
2017 IEEE 7TH ANNUAL COMPUTING AND COMMUNICATION WORKSHOP AND CONFERENCE IEEE CCWC-2017, 2017,
[2] Sentiment Analysis of Events in Social Media
Petrescu, Alexandru
Truica, Ciprian-Octavian
Apostol, Elena-Simona
2019 IEEE 15TH INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTER COMMUNICATION AND PROCESSING (ICCP 2019), 2019, : 143 - 149
[3] Detection of dangerous events on social media: a critical review
M. Luqman Jamil
Sebastião Pais
João Cordeiro
Social Network Analysis and Mining, 2022, 12
[4] Detection of dangerous events on social media: a critical review
Jamil, M. Luqman
Pais, Sebastiao
Cordeiro, Joao
SOCIAL NETWORK ANALYSIS AND MINING, 2022, 12 (01)
[5] A bibliometric analysis of event detection in social media
Chen, Xieling
Wang, Shan
Tang, Yong
Hao, Tianyong
ONLINE INFORMATION REVIEW, 2019, 43 (01) : 29 - 52
[6] Multimodal Filtering of Social Media for Temporal Monitoring and Event Analysis
Huang, Po-Yao
Liang, Junwei
Lamare, Jean-Baptiste
Hauptmann, Alexander G.
ICMR '18: PROCEEDINGS OF THE 2018 ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA RETRIEVAL, 2018, : 450 - 457
[7] Feature Extraction and Analysis for Identifying Disruptive Events from Social Media
Alsaedi, Nasser
Burnap, Pete
PROCEEDINGS OF THE 2015 IEEE/ACM INTERNATIONAL CONFERENCE ON ADVANCES IN SOCIAL NETWORKS ANALYSIS AND MINING (ASONAM 2015), 2015, : 1495 - 1502
[8] A Lightweight Representation of News Events on Social Media
Quezada, Mauricio
Poblete, Barbara
PROCEEDINGS OF THE 42ND INTERNATIONAL ACM SIGIR CONFERENCE ON RESEARCH AND DEVELOPMENT IN INFORMATION RETRIEVAL (SIGIR '19), 2019, : 1049 - 1052
[9] Temporal, Demographic, and Geographical Analysis of Violent Events in Bangla News Media Using NLP Techniques
Iftakhar Ali Khandokar
Abdullah All Tanvir
Md. Saddam Hossain Mukta
Swakkhar Shatabda
Human-Centric Intelligent Systems, 2025, 5 (1): : 90 - 102
[10] Detection and Delineation of Events and Sub-Events in Social Networks
Saravanou, Antonia
Katakis, Ioannis
Valkanas, George
Gunopulos, Dimitrios
2018 IEEE 34TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE), 2018, : 1348 - 1351

← 1 2 3 4 5 →