UNDERSTANDING A QUERY INTENTION FOR MEDICAL ARTIFICIAL INTELLIGENCE SYSTEMS USING SEMI-SUPERVISED DEEP LEARNING

摘要

Provided are a method and an apparatus for receiving a query including a sequence of words. The sequence of words is converted into a sequence of feature vectors. A semantic meaning of the sequence of words is generated using a bi-directional long-short term memory (LSTM). The LSTM is regularized using a Gaussian mixed model (GMM) based on the generated semantic meaning of the sequence of feature vectors.