2010 PhDThesisProposalSDOI
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- (Melli, 2010b) ⇒ Gabor Melli. (2010). “Proposal for a PhD Thesis on Supervised Document to Ontology Interlinking." Simon Fraser Univeristy, PhD Thesis Proposal.
Subject Headings: Concept Mention; Relation Mention; Reference Resolution; Ontology; Supervised Classification;
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Abstract
- We propose a thesis on the recognition of concept and relation mentions by supervised means in order to facilitate the interlinking of documents and ontologies. Concept mention identification will be performed with a trained CRF sequential model that enables the identification of mentions of concepts that are not yet be represented in the training corpus or ontology. Each mention will then associated with a set of candidate ontology concepts and a binary classifier used to predict the correct one. Finally, we propose the application of a supervised classifier to the identification of semantic relation mentions that can be added to the ontology.
- The resulting system, SDOI, will be tested on a novel corpus and ontology from the field of data mining that we propose as a benchmark task. Some of the work has been completed and submitted for publication. Areas that remain to be explored include enhancements to the feature space of concept mention identification, and the integration of relation mention identification to the task.
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