Keyphrases Extraction from User-Generated Contents in Healthcare Domain Using Long Short-Term Memory Networks
Ilham Fathy Saputra, Rahmad Mahendra, Alfan Farizki Wicaksono · 2018
We propose keyphrases extraction technique to extract important terms from the healthcare user-generated contents.We employ deep learning architecture, i.e.Long Short-Term Memory, and leverage word embeddings, medical concepts from a knowledge base, and linguistic components as our features.The proposed model achieves 61.37% F-1 score.Experimental results indicate that our proposed approach outperforms the baseline methods, i.e.RAKE and CRF, on the task of extracting keyphrases from Indonesian health forum posts.