One-class order embedding for dependency relation prediction

• Main Authors: CHIANG, Meng-Fen, LIM, Ee-peng, LEE, Wang-Chien, ASHOK, Xavier Jayaraj Siddarth, PRASETYO, Philips Kokoh
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2019
• Subjects: Machine learning; learning to rank; Artificial Intelligence and Robotics; Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/4426; https://ink.library.smu.edu.sg/context/sis_research/article/5429/viewcontent/3._One_Class_Order_Embedding_for_Dependency_Relation_Prediction__SIGIR2019_.pdf
• Institution: Singapore Management University

Learning the dependency relations among entities and the hierarchy formed by these relations by mapping entities into some order embedding space can effectively enable several important applications, including knowledge base completion and prerequisite relations prediction. Nevertheless, it is very...