Title :
Automatic Knowledge Extraction Supported by Semantic Enrichment in Medical Records
Author :
Valencio, Carlos Roberto ; Dulizio Martins, Rodrigo ; Marioto, Matheus Henrique ; Pizzigatti Correa, Pedro Luiz ; Babini, Maurizio
Author_Institution :
Dept. de Cienc. de Comput. e Estatistica, Sao Paulo State Univ., São José do Rio Preto, Brazil
Abstract :
The volume of digital information is growing considerably in the last two decades and there is currently a huge concern about obtaining this content quickly and effectively. In the health sector it is not different, to retrieve medical records that obtain relevant information about treatments and progresses of clinical conditions may speed up new patients´ diagnosis. In this work it is described a framework proposed for automatically indexing information based on semantics and on text mining techniques. This task should work in parallel with the insertion of data into electronic records. The original contributions come down to search engine in texts organized so as to potentiate the amount of results obtained, as evidenced by the experiments carried out. The stored information is automatically fragmented into words, which have a semantic dictionary based on a framework that enables the information retrieval through semantics.
Keywords :
database indexing; electronic health records; information retrieval; knowledge acquisition; patient diagnosis; search engines; automatic knowledge extraction; data insertion; digital information; electronic records; indexing information; information retrieval; medical records; patient diagnosis; search engine; semantic dictionary; text mining techniques; Databases; Dictionaries; Educational institutions; Medical diagnostic imaging; Semantics; Text mining; TFxIDF(Term Frequency x Inverse Document); knowledge extraction; semantics; text mining;
Conference_Titel :
Parallel and Distributed Computing, Applications and Technologies (PDCAT), 2013 International Conference on
Conference_Location :
Taipei
Print_ISBN :
978-1-4799-2418-9
DOI :
10.1109/PDCAT.2013.19