Title :
Text-to-Onto Miner: A Concept Driven and Interval Controlled Ontology Builder
Author :
Lim, Vicky Min-How ; Tong-Ming Lim ; Wong Siew Fan
Author_Institution :
Dept. of Inf. Syst., Sunway Univ., Darul Ehsan, Malaysia
Abstract :
This is a work-in-progress research paper that describes a novel architecture of a prototype, Text-to-Onto Miner, which is aimed to aid human experts in analyzing huge collection of internet text content by soliciting text from various sources such as blog and publicly accessible web sites. The Text to-Onto Miner or Text-to-Onto is a tool designed and implemented after detail understanding the needs of some fund agencies where existing tools may not be able to fulfill some functional specifications specified by them. The design of the Text-to-Onto Miner uses OWL as the container to hold relationships and key concepts. The design of the prototype focuses on two criteria: concept driven text mining and interval base analysis. These criteria will yield analysis that is interval controlled key concept analysis which can be visually presented their change over time. In the testing and evaluation stage, the prototype has shown that it has achieved goals defined in the project. Some future improvements are proposed to further enhance the prototype to increase the efficiency and to reduce the redundancy of some modules in the prototype.
Keywords :
Internet; data analysis; data mining; knowledge representation languages; ontologies (artificial intelligence); text analysis; Internet text content analysis; OWL; concept driven text mining; interval base analysis; interval controlled key concept analysis; interval controlled ontology builder; text-to-onto miner; Computer architecture; Databases; Educational institutions; Information systems; OWL; Ontologies; Prototypes; OWL; Text miner; data analysis; ontology; software frameworks;
Conference_Titel :
Information Technology: New Generations (ITNG), 2013 Tenth International Conference on
Conference_Location :
Las Vegas, NV
Print_ISBN :
978-0-7695-4967-5
DOI :
10.1109/ITNG.2013.124