UBERT: A Novel Language Model for Synonymy Prediction at Scale in the UMLS Metathesaurus

no code implementations • 27 Apr 2022 • Thilini Wijesiriwardene, Vinh Nguyen, Goonmeet Bajaj, Hong Yung Yip, Vishesh Javangula, Yuqing Mao, Kin Wah Fung, Srinivasan Parthasarathy, Amit P. Sheth, Olivier Bodenreider

The effectiveness of UBERT for UMLS Metathesaurus construction process is evaluated using the UMLS Vocabulary Alignment (UVA) task.

Language Modelling

Machine learning for Internet of Things data analysis: A survey

no code implementations • 17 Feb 2018 • Mohammad Saeid Mahdavinejad, Mohammadreza Rezvan, Mohammadamin Barekatain, Peyman Adibi, Payam Barnaghi, Amit P. Sheth

This article assesses the different machine learning methods that deal with the challenges in IoT data by considering smart cities as the main use case.

BIG-bench Machine Learning

CEVO: Comprehensive EVent Ontology Enhancing Cognitive Annotation

no code implementations • 19 Jan 2017 • Saeedeh Shekarpour, Faisal Al-Shargi, Valerie Shalin, Krishnaprasad Thirunarayan, Amit P. Sheth

These use-cases demonstrate the benefits of using CEVO for annotation: (i) annotating English verbs from an abstract conceptualization, (ii) playing the role of an upper ontology for organizing ontological properties, and (iii) facilitating the annotation of text relations using any underlying vocabulary.