Abstract: With the rapid development of computer technology, the distributed applications scale up increasingly, and more software systems begin to make use of service-oriented architecture SOA. To improve the dependability and scalability of SOA, one effective way

Key words: Service-oriented applications, Load prediction, Machine-learning, Middleware