Title :
Document Summarization Using Semantic Clouds
Author :
Rinaldi, Anthony M.
Author_Institution :
DIETI - Dipt. di Ing. Elettr. e delle Tecnol. dell´Inf., Univ. di Napoli Federico II, Naples, Italy
Abstract :
Document summarization and visualization techniques take into account important aspects of information retrieval process. They have a great impact on several dimensions of user information perception and relevant information recognition. In this paper we propose a novel summarization strategy to add terms semantically related to the keywords extracted from a single document using a semantic content analysis approach, ontologies, metrics for semantic similarity measure and information visualization. These additional information are extracted from a general knowledge base. The obtained keywords are visualized by means of a bag of words called Semantic Cloud. We evaluate the efficiency of our strategy using a standard test set document collection and we present some user centered experimental results together with a document summarization example.
Keywords :
cloud computing; data visualisation; document handling; information analysis; information retrieval; knowledge based systems; ontologies (artificial intelligence); semantic networks; bag of words; document summarization; document visualization techniques; information retrieval process; information visualization; knowledge base; ontology; relevant information recognition; semantic clouds; semantic content analysis approach; semantic similarity measure metrics; standard test set document collection; summarization strategy; user information perception; Context; Data mining; Measurement; Pragmatics; Semantics; Tag clouds; Visualization; Document summarization; keyword extraction; ontologies; semantic document analysis; tag clouds;
Conference_Titel :
Semantic Computing (ICSC), 2013 IEEE Seventh International Conference on
Conference_Location :
Irvine, CA
DOI :
10.1109/ICSC.2013.26