Title :
Automatic Generation of the Domain Module from Electronic Textbooks: Method and Validation
Author :
Larranaga, Mikel ; Conde, A. ; Calvo, Isidro ; Elorriaga, Jon A. ; Arruarte, Ana
Abstract :
Technology-supported learning systems have proved to be helpful in many learning situations. These systems require an appropriate representation of the knowledge to be learned, the Domain Module. The authoring of the Domain Module is cost and labor intensive, but its development cost might be lightened by profiting from semiautomatic Domain Module authoring techniques and promoting knowledge reuse. DOM-Sortze is a system that uses natural language processing techniques, heuristic reasoning, and ontologies for the semiautomatic construction of the Domain Module from electronic textbooks. To determine how it might help in the Domain Module authoring process, it has been tested with an electronic textbook, and the gathered knowledge has been compared with the Domain Module that instructional designers developed manually. This paper presents DOM-Sortze and describes the experiment carried out.
Keywords :
electronic publishing; intelligent tutoring systems; knowledge acquisition; natural language processing; ontologies (artificial intelligence); DOM-Sortze; automatic generation; domain module authoring technique; electronic textbook; heuristic reasoning; natural language processing technique; ontology; technology-supported learning system; Buildings; Data mining; Dictionaries; Educational institutions; Ontologies; Knowledge acquisition; domain engineering; ontology design;
Journal_Title :
Knowledge and Data Engineering, IEEE Transactions on
DOI :
10.1109/TKDE.2013.36