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