A deep learning approach to bilingual lexicon induction in the biomedical domain.
Journal:
BMC bioinformatics
Published Date:
Jul 9, 2018
Abstract
BACKGROUND: Bilingual lexicon induction (BLI) is an important task in the biomedical domain as translation resources are usually available for general language usage, but are often lacking in domain-specific settings. In this article we consider BLI as a classification problem and train a neural network composed of a combination of recurrent long short-term memory and deep feed-forward networks in order to obtain word-level and character-level representations.