Analysis of Indonesian Sentiment Text based on Affective Space Model (ASM) using Electroencephalogram (EEG) signals

被引:0
作者
Hulliyah, Khodijah [1 ]
Wahab, Abdul [2 ]
Kamaruddin, Norhaslinda [3 ]
Erdogan, Sevki [4 ]
Durachman, Yusuf [1 ]
机构
[1] State Islamic Univ SyarifHidayatullah UIN, Jakarta, Indonesia
[2] Int Islamic Univ Malaysia, Kuala Lumpur, Malaysia
[3] Univ Teknol MARA Melaka, KampusJasin, Merlimau 77300, Melaka, Malaysia
[4] Univ Hawaii, Hilo, HI 96720 USA
来源
2016 INTERNATIONAL CONFERENCE ON INFORMATICS AND COMPUTING (ICIC) | 2016年
关键词
ANEW; Valence and Arousal; Sentiment Analysis; SAM; EEG;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The affective space model (ASM) based on the valence and arousal (VA) has been used by many researchers in determining the emotional state of an individual. Psychologist uses the self assessment maniquin (SAM) while other researchers uses the facial patterns, voice emotions and also electroencyphalogram (EEG) signals to obtain the category of Sentiment analysis (SA) based on VA as the two dimensional approach represents affective state. However, getting affective words with VA scores are still infrequently used, eventhough these VA lexicon are advantageous resourse in creating application of sentiment, especially in the Indonesian language and can be used as a corpus for SA. Thus this paper proposes to design and analyze Indonesian affective lexicons based on affective norm english word (ANEW) for automatic determination of VA rating of words. In this research, we proposed to develop an extensive number of sentiment states in Indonesian language that have been placed in terms of VA using SAM and would be correlated with EEG as a comprehensive tool of Neuro Physiological Signal for the emotion sentiment corpus rating.
引用
收藏
页码:325 / 328
页数:4
相关论文
共 29 条
[1]  
Alvarado, 1997, AROUSAL VALENCE DIRE
[2]  
Bradley M. M., 1999, C1 U FLOR CTR RES PS, V30, P25, DOI DOI 10.1109/MIC.2008.114
[3]  
Carr Jason D., 2014, AM J APPLIED PSYCHOL
[4]  
Denis A, 2013, GEN PURPOSE TEXTUAL
[5]  
Devitt, 2013, IS THERE LANGUAGE SE
[6]  
Feldman R., 2013, COMMUN ACM
[7]  
Gu, 2014, USING BRAIN DATAANAL
[8]  
Gurini, SENTIMENT BASED APPR
[9]  
Haruna, 2015, SOCIAL MEDIA ANAL PR
[10]   Investigation on dynamic speech emotion from the perspective of brain associative memory [J].
Kamaruddin, Norhaslinda ;
Wahab, Abdul .
9TH INTERNATIONAL CONFERENCE ON COGNITIVE SCIENCE, 2013, 97 :46-53