Discovering Plain-Text-Described Services Based on Ontology Learning

In this paper, we present an approach to efficiently discover domain-specific services that are described by plain text over the Internet. Plain-text-described service advertisements account for the vast majority of service advertisements over the Internet, but current research rarely focuses on this area. To address this issue, we design a domain-ontology-based approach for automatic plain-text-described service discovery. This approach incorporates a plain-text-described service ontology for standard service description, a plaintext- described service discovery framework for domain-relevant service discovery and ontology learning, and a machine-learning-based model for ontologybased service functionality annotation. The experimental results show that this approach is able to efficiently discover more relevant plain-text-described services than other approaches.

[1]  Farookh Khadeer Hussain,et al.  SOF: a semi‐supervised ontology‐learning‐based focused crawler , 2013, Concurr. Comput. Pract. Exp..

[2]  Andrew McCallum,et al.  Using Reinforcement Learning to Spider the Web Efficiently , 1999, ICML.

[3]  Yang Gao,et al.  An efficient adaptive focused crawler based on ontology learning , 2005, Fifth International Conference on Hybrid Intelligent Systems (HIS'05).

[4]  Hong-Gee Kim,et al.  An ontology-based approach to learnable focused crawling , 2008, Inf. Sci..

[5]  Hai Dong,et al.  Focused Crawling for Automatic Service Discovery, Annotation, and Classification in Industrial Digital Ecosystems , 2011, IEEE Transactions on Industrial Electronics.

[6]  Corinna Cortes,et al.  Support-Vector Networks , 1995, Machine Learning.

[7]  Anne H. H. Ngu,et al.  CSCE: A Crawler Engine for Cloud Services Discovery on the World Wide Web , 2013, 2013 IEEE 20th International Conference on Web Services.

[8]  Elizabeth Chang,et al.  Ontology-Learning-Based Focused Crawling for Online Service Advertising Information Discovery and Classification , 2012, ICSOC.

[9]  Qiang Wang,et al.  Ontology-Based Focused Crawling , 2009, 2009 International Conference on Information, Process, and Knowledge Management.

[10]  Thomas R. Gruber,et al.  A translation approach to portable ontology specifications , 1993, Knowl. Acquis..

[11]  Elizabeth Chang,et al.  Semantic Web Service matchmakers: state of the art and challenges , 2013, Concurr. Comput. Pract. Exp..