Members
신유현(Youhyun Shin)
Data Intelligence Lab.
Associate Professor, Dept. of Computer Science and Engineering
Incheon National University
Mail: yhshin (at) inu.ac.kr
Education & Experiences
Researcher, National Security Research Institute, 2020. 02.
Ph.D. Computer Science and Engineering, Seoul National University, Seoul, Republic of Korea, 2019. 08.
B.S. Computer Science Education, Korea University, Seoul, Republic of Korea, 2013. 02.
Research Interests
Natural Language Processing (NLP)
Spoken Language Understanding (SLU)
Artificial Intelligence (AI)
Publications (Selected)
Kang, B., & Shin, Y. (2024). "Improving Low-Resource Keyphrase Generation through Unsupervised Title Phrase Generation." (accepted). (LREC-COLING)
Kang, B., & Shin, Y. (2023). SAMRank: Unsupervised Keyphrase Extraction using Self-Attention Map in BERT and GPT-2. In the Proceedings of the conference on Empirical Methods in Natural Language Processing (EMNLP), pp. 10188-10201.
Shin, Y. (2023). Multi-Encoder Transformer for Korean Abstractive Text Summarization. IEEE Access, 12, 48768-48782.
Shin, Y., & Lee, S. G. (2020). Learning Context Using Segment-Level LSTM for Neural Sequence Labeling. IEEE/ACM Transactions on Audio, Speech, and Language Processing (TASLP), 28, 105-115.
Yoo, K. M., Shin, Y., & Lee, S. G. (2019). Data augmentation for spoken language understanding via joint variational generation. In Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), pp. 7402-7409)
Shin, Y., Yoo, K. M., & Lee, S. G. (2019). Utterance Generation With Variational Auto-Encoder for Slot Filling in Spoken Language Understanding. IEEE Signal Processing Letters (SPL), 26(3), 505-509.
Shin, Y., Park, J., & Lee, S. G. (2018). Improving the integrated experience of in-class activities and fine-grained data collection for analysis in a blended learning class. Interactive Learning Environments, 26(5), 597-612.
Shin, Y., Yoo, K. M., & Lee, S. G. (2018). Slot Filling with Delexicalized Sentence Generation. In Interspeech (pp. 2082-2086).
Awards & Honors
Excellence in Research Award (2023)
Excellence in Teaching Award (Fall 2022)
Excellence in Teaching Award (Spring 2020)
Competition on Korean Information Processing Systems, 1st Place Winner (Minister's Award, 2016)
Teaching
Undergraduate
Natural Language Processing
Intelligent Information System
Database
RISE (Research Intensive Self-motivated Education)
Graduate
Data Programming
Database System