Title :
Subontology-Based Resource Management for Web-Based e-Learning
Author :
Wu, Zhaohui ; Mao, Yuxin ; Chen, Huajun
Author_Institution :
Sch. of Comput. Sci., Zhejiang Univ., Hangzhou
fDate :
6/1/2009 12:00:00 AM
Abstract :
Recent advances in Web and information technologies have resulted in many e-learning resources. There is an emerging requirement to manage and reuse relevant resources together to achieve on-demand e-learning in the Web. Ontologies have become a key technology for enabling semantic-driven resource management. We argue that to meet the requirements of semantic-based resource management for Web-based e-learning, one should go beyond using domain ontologies statically. In this paper, we provide a semantic mapping mechanism to integrate e-learning databases by using ontology semantics. Heterogeneous e-learning databases can be integrated under a mediated ontology. Taking into account the locality of resource reuse, we propose to represent context-specific portions from the whole ontology as sub-ontologies. We present a sub-ontology-based approach for resource reuse by using an evolutionary algorithm. We also conduct simulation experiments to evaluate the approach with a traditional Chinese medicine e-learning scenario and obtain promising results.
Keywords :
computer aided instruction; distributed databases; evolutionary computation; ontologies (artificial intelligence); semantic Web; Subontology-based resource management; Web-based e-learning; evolutionary algorithm; heterogeneous e-learning database; ontology semantic; Collaborative learning; Knowledge engineering methodologies; Knowledge reuse; Ontology design; Semantic Web; collaborative learning; information resource management; knowledge reuse.;
Journal_Title :
Knowledge and Data Engineering, IEEE Transactions on
DOI :
10.1109/TKDE.2008.127