Predictive Natural Language Processing Analysis Applied to Arabic

被引:0
作者
El Mokhtari, Karim [1 ]
Azmani, Monir [2 ]
Astito, Abdelali [2 ]
机构
[1] Ryerson Univ, Data Sci Lab, Toronto, ON, Canada
[2] Univ Abdelmalek Essaadi, Lab Informat Syst & Telecommun, Tangier, Morocco
来源
ADVANCED INTELLIGENT SYSTEMS FOR SUSTAINABLE DEVELOPMENT (AI2SD'2019): VOL 1 - ADVANCED INTELLIGENT SYSTEMS FOR EDUCATION AND INTELLIGENT LEARNING SYSTEM | 2020年 / 1102卷
关键词
RNN; LSTM; GRU; NLP;
D O I
10.1007/978-3-030-36653-7_19
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper aims at applying Recurrent Neural Networks (RNN) to Natural Language Processing using old texts such as sacred books. The objective of this work is to generate a text that follows the same structure and semantic of the studied corpus written in Arabic. This is done through various networks such as vanilla RNN, LSTM (Long Short Term Memory) and GRU (Gated Recurrent Unit). After training, the quality of the generated text is measured using BLEU scores. Besides, an exploratory analysis of the corpus is presented to exhibit some interesting findings at the words and chapters level.
引用
收藏
页码:184 / 198
页数:15
相关论文
共 12 条
[1]  
[Anonymous], 2011, ARXIV14090473
[2]  
[Anonymous], 2013, NIPS
[3]  
Cho K., 2014, P SSST 8 8 WORKSH SY, P103
[4]   Every Picture Tells a Story: Generating Sentences from Images [J].
Farhadi, Ali ;
Hejrati, Mohsen ;
Sadeghi, Mohammad Amin ;
Young, Peter ;
Rashtchian, Cyrus ;
Hockenmaier, Julia ;
Forsyth, David .
COMPUTER VISION-ECCV 2010, PT IV, 2010, 6314 :15-+
[5]  
Hochreiter S., 1997, Neural Computation, V9, P1735
[6]  
Kingma DP, 2014, ADV NEUR IN, V27
[7]  
Lipton Z. C., 2015, CRITICAL REV RECURRE
[8]  
Mutiwokuziva Milla T., 2017, 2017 2nd International Conference on Communication and Electronics Systems (ICCES). Proceedings, P212, DOI 10.1109/CESYS.2017.8321268
[9]   BLEU: a method for automatic evaluation of machine translation [J].
Papineni, K ;
Roukos, S ;
Ward, T ;
Zhu, WJ .
40TH ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, PROCEEDINGS OF THE CONFERENCE, 2002, :311-318
[10]   On lines and planes of closest fit to systems of points in space. [J].
Pearson, Karl .
PHILOSOPHICAL MAGAZINE, 1901, 2 (7-12) :559-572