Big Data Analysis for Event Detection in Microblogs

被引:6
作者
Cherichi, Soumaya [1 ]
Faiz, Rim [2 ]
机构
[1] Univ Tunis, ISG, LARODEC, Tunis, Tunisia
[2] Univ Carthage, IHEC, LARODEC, Tunis, Tunisia
来源
RECENT DEVELOPMENTS IN INTELLIGENT INFORMATION AND DATABASE SYSTEMS | 2016年 / 642卷
关键词
Microblogs; Relevant information; NLP; Event detection; Big data;
D O I
10.1007/978-3-319-31277-4_27
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The growing complexity of the Twitter micro-blogging service in terms of size, number of users, and variety of bloggers relationships have generated a big data which requires innovative approaches in order to analyse, extract and detect non-obvious and popular events. Under such a circumstance, we aim, in this paper, to use big data analytics within twitter to allow real time event detection. These challenges present a big opportunity for Natural Language Processing (NLP) and Information Extraction (IE) technology to enable new large-scale data-analysis applications. Taking to account all the difficulties, this paper proposes a new metric to improve the results of the searches in microblogs. It combines content relevance, tweet relevance and author relevance, and develops a Natural Language Processing method for extracting temporal information of events from posts more specifically tweets. Our approach is based on a methodology of temporal markers classes and on a contextual exploration method. To evaluate our model, we built a knowledge management system. Actually, we used a collection of 10 thousand of tweets talking about the current events in 2014 and 2015.
引用
收藏
页码:309 / 319
页数:11
相关论文
共 50 条
[21]   Event Detection from Social Media: 5W1H Analysis on Big Data [J].
Karaman, Cagla Cig ;
Yaliman, Serkan ;
Oto, Salih Atilay .
2017 25TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2017,
[22]   Software Systems for Processing and Analysis of Big Data and Event Streams [J].
Stojnev, Aleksandra I. ;
Stojanovic, Dragan H. .
2017 13TH INTERNATIONAL CONFERENCE ON ADVANCED TECHNOLOGIES, SYSTEMS AND SERVICES IN TELECOMMUNICATIONS (TELSIKS), 2017, :128-131
[23]   Multimedia Big Data Computing for In-depth Event Analysis [J].
Tous, Ruben ;
Torres, Jordi ;
Ayguade, Eduard .
2015 1ST IEEE INTERNATIONAL CONFERENCE ON MULTIMEDIA BIG DATA (BIGMM), 2015, :144-147
[24]   E-ware: a big data system for the incremental discovery of spatio-temporal events from microblogs [J].
Afyouni I. ;
Khan A. ;
Al Aghbari Z. .
Journal of Ambient Intelligence and Humanized Computing, 2023, 14 (10) :13949-13968
[25]   Event Analysis on Power Communication Networks With Big Data for Maintenance Forms [J].
Ramon Feijoo-Martinez, Juan ;
Munoz-Romero, Sergio ;
Soguero-Ruiz, Cristina ;
Castro-Fernandez, Mario ;
Luis Rojo-Alvarez, Jose .
IEEE ACCESS, 2018, 6 :72263-72274
[26]   Iktishaf: a Big Data Road-Traffic Event Detection Tool Using Twitter and Spark Machine Learning [J].
Alomari, Ebtesam ;
Katib, Iyad ;
Mehmood, Rashid .
MOBILE NETWORKS & APPLICATIONS, 2023, 28 (02) :603-618
[27]   Iktishaf: a Big Data Road-Traffic Event Detection Tool Using Twitter and Spark Machine Learning [J].
Ebtesam Alomari ;
Iyad Katib ;
Rashid Mehmood .
Mobile Networks and Applications, 2023, 28 :603-618
[28]   Malware Detection Using Memory Analysis Data in Big Data Environment [J].
Dener, Murat ;
Ok, Gokce ;
Orman, Abdullah .
APPLIED SCIENCES-BASEL, 2022, 12 (17)
[29]   TwitInfo: Aggregating and Visualizing Microblogs for Event Exploration [J].
Marcus, Adam ;
Bernstein, Michael S. ;
Badar, Osama ;
Karger, David R. ;
Madden, Samuel ;
Miller, Robert C. .
29TH ANNUAL CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS, 2011, :227-236
[30]   Driving Event Recognition of Battery Electric Taxi Based on Big Data Analysis [J].
Cui, Dingsong ;
Wang, Zhenpo ;
Zhang, Zhaosheng ;
Liu, Peng ;
Wang, Shuo ;
Dorrell, David G. .
IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2022, 23 (07) :9200-9209