Web-services based model management in e-commerce recommender systems

In order to deal with diverse services that run on heterogeneous platforms and a variety of environments, we present the design and implementation of an intelligent Multi-agent framework with web-services for e-commerce recommendation. To facilitate distributed recommendation with collaborative algorithms, web-services based architecture with multi-agent for e-commerce environment is designed and developed. In this architecture, we combined a two-type recommender model based on model transformation and presented a service control flow based on intelligent agents. The aim of this framework is to present optimal solutions to enhance and facilitate e-commerce services in distributed environment. At last, a sample implementation using JAVA was conducted.