SMK-means: An Improved Mini Batch K-means Algorithm Based on Mapreduce with Big Data (2018)
Journal Article
Xiao, B., Wang, Z., Liu, Q., & Liu, X. (2018). SMK-means: An Improved Mini Batch K-means Algorithm Based on Mapreduce with Big Data. Computers, Materials & Continua, 56(3), 365-379. https://doi.org/10.3970/cmc.2018.01830

In recent years, the rapid development of big data technology has also been favored by more and more scholars. Massive data storage and calculation problems have also been solved. At the same time, outlier detection problems in mass data have also co... Read More about SMK-means: An Improved Mini Batch K-means Algorithm Based on Mapreduce with Big Data.

Evolution pattern verification for services evolution in clouds with model driven architecture. (2013)
Journal Article
Wang, Z., Chalmers, K., & Liu, X. (2013). Evolution pattern verification for services evolution in clouds with model driven architecture. International Journal for e-Learning Security, 3, 340-349. https://doi.org/10.20533/ijels.2046.4568.2013.0042

In this paper we will provide some discovered evolution patterns and its detailed underlying constitution components. Following the featured orientated model driven product line engineering approach for service evolution in clouds, an analysis on... Read More about Evolution pattern verification for services evolution in clouds with model driven architecture..

Evolution pattern for service evolution in clouds. (2012)
Presentation / Conference Contribution
Wang, Z., Liu, X., & Chalmers, K. (2012, December). Evolution pattern for service evolution in clouds

The proposed research will focus on
developing a novel approach to solve Software Service
Evolution problems in Computing Clouds. The
approach will support dynamic evolution of the
software service in clouds via a set of discovered
evolution pat... Read More about Evolution pattern for service evolution in clouds..

Towards OWL 2 Natively Supported Fuzzy Cloud Ontology (2012)
Presentation / Conference Contribution
Fang, D., Liu, X., Romdhani, I., & Zhao, H. (2012, July). Towards OWL 2 Natively Supported Fuzzy Cloud Ontology. Presented at 2012 IEEE 36th Annual Computer Software and Applications Conference Workshops

Cloud Computing introduces a revolutionary paradigm of computing to Service Oriented Architecture (SOA), by provisioning various types of computational resources and applications as on-demand services. While presenting cloud services semantically usi... Read More about Towards OWL 2 Natively Supported Fuzzy Cloud Ontology.

Lightweight Software Product Line Based Privacy Protection Scheme for Pervasive Applications (2011)
Presentation / Conference Contribution
Jaroucheh, Z., Liu, X., Smith, S., & Zhao, H. (2011, July). Lightweight Software Product Line Based Privacy Protection Scheme for Pervasive Applications. Presented at 2011 IEEE 35th Annual Computer Software and Applications Conference Workshops

Protecting user's privacy is one of the main concerns for the deployment of pervasive computing systems in the real world. In pervasive environments, the user context information is naturally distributed among different spatial or logical domains. Ma... Read More about Lightweight Software Product Line Based Privacy Protection Scheme for Pervasive Applications.