TY - GEN
T1 - Indonesian Finance News Sentiment from Hybrid Deep Learning and Support Vector Machine
AU - Mukhlash, Imam
AU - Gama, Athyah D.S.
AU - Iqbal, Mohammad
AU - Darmaji, Darmaji
AU - Kimura, Masaomi
N1 - Publisher Copyright:
© 2022 ACM.
PY - 2022/6/17
Y1 - 2022/6/17
N2 - One common action to keep aware of the current investment progress is by updating finance news continuously. Indeed, we can read a bunch of news relating to finance from social media, which is often difficult to figure out at a glance. Hence, this work aims to propose hybrid models that can help us to classify whether the finance news is positive to follow. Also, we may sort a few articles containing neutral ones. More specifically, we incorporate deep neural networks: deep convolutional neural networks and long short term memory, to draw diverse word representations, and support vector machines to categorize them as a multi-class classification case. In this work, we evaluated the proposed models on Indonesian finance news that was officially reported from the Bank of Indonesia around 2019 before the pandemic started. In the evaluation results, we showed the DCNN-SVM better accuracy compared to others.
AB - One common action to keep aware of the current investment progress is by updating finance news continuously. Indeed, we can read a bunch of news relating to finance from social media, which is often difficult to figure out at a glance. Hence, this work aims to propose hybrid models that can help us to classify whether the finance news is positive to follow. Also, we may sort a few articles containing neutral ones. More specifically, we incorporate deep neural networks: deep convolutional neural networks and long short term memory, to draw diverse word representations, and support vector machines to categorize them as a multi-class classification case. In this work, we evaluated the proposed models on Indonesian finance news that was officially reported from the Bank of Indonesia around 2019 before the pandemic started. In the evaluation results, we showed the DCNN-SVM better accuracy compared to others.
KW - Deep Learning
KW - Finance News
KW - SVM
KW - Text Classification
UR - http://www.scopus.com/inward/record.url?scp=85138437828&partnerID=8YFLogxK
U2 - 10.1145/3545839.3545858
DO - 10.1145/3545839.3545858
M3 - Conference contribution
AN - SCOPUS:85138437828
T3 - ACM International Conference Proceeding Series
SP - 115
EP - 119
BT - ICoMS 2022 - Proceedings of 2022 5th International Conference on Mathematics and Statistics
PB - Association for Computing Machinery
T2 - 5th International Conference on Mathematics and Statistics, ICoMS 2022
Y2 - 17 June 2022 through 19 June 2022
ER -