Part of Speech Tagging for Indonesian Language using Bidirectional Long Short-Term Memory

被引：0

作者：

Handrata, Dellon ^{[1
]}

Purwanto, Christian Nathaniel ^{[1
]}

Chandra, Fransisca Haryanti ^{[2
]}

Santoso, Joan ^{[1
]}

Gunawan ^{[1
]}

机构：

[1] Inst Sains & Teknol Terpadu Surabaya, Dept Informat Technol, Surabaya, Indonesia

[2] Inst Sains & Teknol Terpadu Surabaya, Dept Informat, Surabaya, Indonesia

来源：

2019 1ST INTERNATIONAL CONFERENCE ON CYBERNETICS AND INTELLIGENT SYSTEM (ICORIS) | 2019年

关键词：

part of speech tagging; Indonesian language; bidirectional long short-term memory; natural language processing; deep learning;

D O I：

10.1109/icoris.2019.8874871

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Part of Speech (POS) is a label to distinguish a word based on its grammatical and morphological form. By providing the POS label, we can get the contextual meaning. This label can be used as contextual features for several computational linguistic research - for example, word sense disambiguation, chunking, machine translation, and sequence classification. Our work is done by using bidirectional long short-term memory to do the part of speech tagging task for Bahasa Indonesia. We use deep learning model for Indonesia language POS tagging because deep learning can achieve excellent performance on it. We could reach 96.92% of F1 Score based on our approach.

引用

页码：85 / 88

页数：4

共 50 条

[41] Named entity recognition for extracting concept in ontology building on Indonesian language using end-to-end bidirectional long short term memory
Santoso, Joan
Setiawan, Esther Irawati
Purwanto, Christian Nathaniel
Yuniarno, Eko Mulyanto
Hariadi, Mochamad
Purnomo, Mauridhi Hery
EXPERT SYSTEMS WITH APPLICATIONS, 2021, 176
[42] Attention-Based Convolution Skip Bidirectional Long Short-Term Memory Network for Speech Emotion Recognition
Zhang, Huiyun
Huang, Heming
Han, Henry
IEEE ACCESS, 2021, 9 : 5332 - 5342
[43] Short-Term Load Forecasting using A Long Short-Term Memory Network
Liu, Chang
Jin, Zhijian
Gu, Jie
Qiu, Caiming
2017 IEEE PES INNOVATIVE SMART GRID TECHNOLOGIES CONFERENCE EUROPE (ISGT-EUROPE), 2017,
[44] LOMBARD SPEECH SYNTHESIS USING LONG SHORT-TERM MEMORY RECURRENT NEURAL NETWORKS
Bollepalli, Bajibabu
Airaksinen, Manu
Alku, Paavo
2017 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2017, : 5505 - 5509
[45] Recognition of Spontaneous Conversational Speech using Long Short-Term Memory Phoneme Predictions
Woellmer, Martin
Eyben, Florian
Schuller, Bjoern
Rigoll, Gerhard
11TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION 2010 (INTERSPEECH 2010), VOLS 3 AND 4, 2010, : 1946 - 1949
[46] A Speech Recognition Method Using Long Short-Term Memory Network in Low Resources
Shu F.
Qu D.
Zhang W.
Zhou L.
Guo W.
Hsi-An Chiao Tung Ta Hsueh/Journal of Xi'an Jiaotong University, 2017, 51 (10): : 120 - 127
[47] Modeling Speaker Variability Using Long Short-Term Memory Networks for Speech Recognition
Li, Xiangang
Wu, Xihong
16TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION (INTERSPEECH 2015), VOLS 1-5, 2015, : 1086 - 1090
[48] Fault Diagnosis of Wheelset Bearings using Deep Bidirectional Long Short-term Memory Network
Zhu, Zhixing
Wang, Huan
Liu, Zhiliang
Meng, Shaoyu
2019 PROGNOSTICS AND SYSTEM HEALTH MANAGEMENT CONFERENCE (PHM-QINGDAO), 2019,
[49] Speaker Change Detection in Broadcast TV using Bidirectional Long Short-Term Memory Networks
Yin, Ruiqing
Bredin, Herve
Barras, Claude
18TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION (INTERSPEECH 2017), VOLS 1-6: SITUATED INTERACTION, 2017, : 3827 - 3831
[50] A Novel Word Spotting Algorithm Using Bidirectional Long Short-Term Memory Neural Networks
Frinken, Volkmar
Fischer, Andreas
Bunke, Horst
ARTIFICIAL NEURAL NETWORKS IN PATTERN RECOGNITION, PROCEEDINGS, 2010, 5998 : 185 - 196

← 1 2 3 4 5 →