Structuring of Unstructured SNS Messages on Rail Services using Deep Learning Techniques |
Park, JinGyu
(Dept. of Computer Engineering, Hanbat National University)
Kim, HwaYeon (Dept. of Computer Engineering, Hanbat National University) Kim, Hyoung-Geun (Smart R&D Center, U-CORE System Co.) Ahn, Tae-Ki (Smart Station Research Team, Korea Railroad Research Institute) Yi, Hyunbean (Dept. of Computer Engineering, Hanbat National University) |
1 | K. indicator, http://www.index.go.kr |
2 | Rail Safety Information System, http://www.railsafety.or.kr |
3 | N.G. Kim, D.H. Lee, H.C. Choi and W.X.S. Wong, "Investigations on Techniques and Applications of Text Analytics," The Journal of Korean Institute of Communications and Information Sciences, Vol. 42, No. 2, pp. 471-492, February 2017. DOI |
4 | G. Salton and C. Buckley, "Term-weighting approaches in automatic text retrieval," Information Processing and Management, Vol. 24, No. 5, pp. 513-523, January 1988. DOI |
5 | D.W. Kim and M.W. Koo, "Categorization of Korean News Articles Based on Convolutional Neural Network Using Doc2Vec and Word2Vec," Journal of Computing Science and Engineering, Vol. 44, No. 7, pp. 742-747, July 2017. |
6 | Y. LeCun and Y. Bengio, "Convolutional Network for Images, Speech, and Time-Series," The handbook of brain theory and neural networks, pp. 255-258, 1998. |
7 | Y. Kim, "Convolutional Neural Networks for Sentence Classification," Proceedings of the 2014 Conference on Empirical Methods on Natural Language Processing, pp. 1746-1751, Doha, Qatar, October 2014. |
8 | T. Mikolov, K. Chen, G. Corrado and J. Dean, "Efficient Estimation of Word Representations in Vector Space," arXiv:1301.3781v3, September 2013. |
9 | Q. Le and T. Mikolov, "Distributed Representation of Sentences and Documents," Proceedings of the 31st International Conference on International Conference on Machine Learning, Vol. 32, No. 2, pp 1188-1196, Beijing, China, June 2014. |
10 | Machine Learning Framework, www.tensorflow.org |
11 | Wiki Web Site, https://namu.wiki |
12 | W.J. Kim, D.H. Kim and H.W. Jang, "Semantic Extension Search for Documents Using the Word2vec," Journal of the Korea Contents Association, Vol. 16, No. 10, PP. 687-692, October 2016. DOI |
13 | Y. Bengio, R. Ducharme, P. Vincent and C. Jauvin, "A Neural Probabilistic Language Model," Journal of Machine Learning Research, Vol. 3, No. 6, PP. 1137-1155, February 2003. |
![]() |