TY - GEN
T1 - Stance Classification Towards Political Figures on Blog Writing
AU - Jannati, Rini
AU - Mahendra, Rahmad
AU - Wardhana, Cakra Wishnu
AU - Adriani, Mirna
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/7/2
Y1 - 2018/7/2
N2 - In this paper, we present new application of stance detection task on politic domain. Our goal is to determine whether the writer of the blog article is on the position supporting a political figure to compete and win in a general election event, for example a candidate of President in the Presidential election. We performed the experiment using five different case studies. We examined three baseline machine learning models using combination of n-gram, sentiment lexicon, orthography, and word embedding features. The highest macro-average F1 score was achieved by model trained on Support Vector Machine classifier using a combination of word2vec and unigram features, which is 63,54%.
AB - In this paper, we present new application of stance detection task on politic domain. Our goal is to determine whether the writer of the blog article is on the position supporting a political figure to compete and win in a general election event, for example a candidate of President in the Presidential election. We performed the experiment using five different case studies. We examined three baseline machine learning models using combination of n-gram, sentiment lexicon, orthography, and word embedding features. The highest macro-average F1 score was achieved by model trained on Support Vector Machine classifier using a combination of word2vec and unigram features, which is 63,54%.
KW - Blog
KW - Political Text Analytics
KW - Stance Detection
KW - Text Classification
UR - http://www.scopus.com/inward/record.url?scp=85062778941&partnerID=8YFLogxK
U2 - 10.1109/IALP.2018.8629144
DO - 10.1109/IALP.2018.8629144
M3 - Conference contribution
AN - SCOPUS:85062778941
T3 - Proceedings of the 2018 International Conference on Asian Language Processing, IALP 2018
SP - 96
EP - 101
BT - Proceedings of the 2018 International Conference on Asian Language Processing, IALP 2018
A2 - Dong, Minghui
A2 - Bijaksana, Moch.
A2 - Sujaini, Herry
A2 - Negara, Arif Bijaksana Putra
A2 - Romadhony, Ade
A2 - Ruskanda, Fariska Z.
A2 - Nurfadhilah, Elvira
A2 - Aini, Lyla Ruslana
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 22nd International Conference on Asian Language Processing, IALP 2018
Y2 - 15 November 2018 through 17 November 2018
ER -