An Attribute-based Model for Semantic Retrieval

Hany Azzam, Thomas Roelleke
2010 Lernen, Wissen, Daten, Analysen  
This paper introduces a knowledge-oriented approach for modelling semantic search. The modelling approach represents both semantic and textual data in one unifying framework, referred to as the probabilistic object-relational content modelling framework. The framework facilitates the transformation of "term-only" retrieval models into "semantic-aware" retrieval models that consist of semantic propositions, such as relationships and classification of objects. To illustrate this facility, an
more » ... bute-based retrieval model, referred to as TF-IEF-AF-IDF, is instantiated using the modelling framework. The effectiveness of the developed retrieval model is demonstrated using the Internet Movie Database test collection. Overall, the probabilistic objectrelational content model can guide how semantic search and semantic data are modelled.
dblp:conf/lwa/AzzamR10 fatcat:euiyz3prdvglnlhhkh356vapyi