Sentiment Analysis of Events in Social Media

被引:0
作者
Petrescu, Alexandru [1 ]
Truica, Ciprian-Octavian [1 ]
Apostol, Elena-Simona [1 ]
机构
[1] Univ Politehn Bucuresti, Fac Automat Control & Comp, Comp Sci & Engn Dept, Bucharest, Romania
来源
2019 IEEE 15TH INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTER COMMUNICATION AND PROCESSING (ICCP 2019) | 2019年
关键词
Event Detection; Sentiment Analysis; Social Networks Analysis; MABED; Online LDA; SVM; Logistic Regression;
D O I
10.1109/iccp48234.2019.8959677
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 popularity of Online Social Networks has open new research directions and perspectives for content analysis, i.e., Network Analysis and Natural Language Processing. From the perspective of information spread, the Network Analysis community propose Event Detection. This approach focuses on the network features, without an in-depth analysis of the textual content, summarization being a preferred method. Natural Language Processing analyses only the textual content, not integrating the graph-based structure of the network. To address these limitations, we propose a method that bridges the two directions and integrates content-awareness into networkawareness. Our method uses event detection to extract topics of interest and then applies sentiment analysis on each event. The obtained results have high accuracy, proving that our method determines with high precision the overall sentiment of the detected events.
引用
收藏
页码:143 / 149
页数:7
相关论文
共 23 条
  • [11] Guille A, 2014, 2014 PROCEEDINGS OF THE IEEE/ACM INTERNATIONAL CONFERENCE ON ADVANCES IN SOCIAL NETWORKS ANALYSIS AND MINING (ASONAM 2014), P375, DOI 10.1109/ASONAM.2014.6921613
  • [12] Guille A, 2013, SIGMOD REC, V42, P17
  • [13] Guille Adrien., 2013, P 2013 ACM SIGMOD IN, P1005
  • [14] Hosmer DW, 2013, WILEY SER PROBAB ST, P89
  • [15] Kouloumpis E., 2011, AAAI INT C WEBL SOC
  • [16] Lu R., 2012, INT J MACH LEARN COM, V2, P327
  • [17] Sentiment analysis algorithms and applications: A survey
    Medhat, Walaa
    Hassan, Ahmed
    Korashy, Hoda
    [J]. AIN SHAMS ENGINEERING JOURNAL, 2014, 5 (04) : 1093 - 1113
  • [18] Montgomery D.C., 2012, INTRO LINEAR REGRESS, V821
  • [19] Shamma DavidA., 2011, P ACM 2011 C COMPUTE, P355
  • [20] Sirbu D, 2016, INT SYMP SYMB NUMERI, P227, DOI [10.1109/SYNASC.2016.044, 10.1109/SYNASC.2016.38]