Title :
An Empirical Study of Ontology-Based Multi-Document Summarization in Disaster Management
Author_Institution :
Sch. of Comput. & Inf. Sci., Florida Int. Univ., Miami, FL, USA
Abstract :
Domain ontology, as a conceptual model, provides a meaningful framework for semantic representation of textual information. In this paper, we explore the feasibility of using the ontology in solving multi-document summarization problems in the domain of disaster management. We provide an empirical study of different approaches in which the ontology has been used for summarization tasks. Extensive experiments on a collection of press releases relevant to Hurricane Wilma in 2005 demonstrate that ontology-based multi-document summarization methods outperform other baselines in terms of the summary quality.
Keywords :
document handling; emergency management; ontologies (artificial intelligence); Hurricane Wilma; disaster management; domain ontology; ontology-based multidocument summarization; summarization tasks; summary quality; Disaster management; Educational institutions; Hurricanes; Ontologies; Power supplies; Semantics; Vectors; Disaster management; multi-document summarization; ontology; query expansion;
Journal_Title :
Systems, Man, and Cybernetics: Systems, IEEE Transactions on
DOI :
10.1109/TSMCC.2013.2258335