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BACKGROUND Recent studies suggest that endoplasmic reticulum stress (ERS) is the key process in ischemic brain injury. The JNK pathway is also involved in the process of ischemic brain injury. METHOD We established a middle cerebral artery occlusion/reperfusion (MCAO/R) model in rats; detected the changes in c-Jun N-terminal kinase (JNK), GADD153 and(More)
—Parameters optimization plays an important role for the performance of least squares support vector machines (LS-SVM). In this paper, a novel parameters optimization method for LS-SVM is presented based on chaotic ant swarm (CAS) algorithm. Using this method, the optimization model is established, within which the fitness function is the mean square error(More)
Reliability has become a major quality metric for Web service. However, current reliability evaluation approaches lack a formal semantic representation and the support of incomplete or uncertain information. We propose a Web service reliability ontology (WSRO) serving as a basis to characterize the knowledge of Web service. And based on WSRO, a mapping to(More)
Fault tolerance by redundancy is a key technique for improving web services reliability. But, the reliability and fault tolerance are not well supported by Service-oriented architecture (SOA) conceptual model.Most of the existing analytical models to predict the reliability of web services assume their structures are static which do not conform to reality(More)
An indirect adaptive control approach based on LS-SVM is proposed for a class of nonlinear dynamic systems with unknown nonlinearities in this paper. The LS-SVM technique is employed to perform approximating unknown nonlinear functions. The updating rule of LS-SVM parameters is derived from Lyapunov stability theory. The proposed control law can guarantee(More)
SOA (Service-oriented Architecture) is becoming the major architecture for building complex Web service systems. In SOA, the lifecycle of Web services consists of four stages: service publication, service discovery, service binding and service execution. Faults may occur in any stage and cause a failure of service. The reliability of services depends on not(More)
Appropriate parameters are very crucial to the learning performance and generalization ability of least-squares support vector machines (LS-SVM). In this paper, a novel parameter selection method for LS-SVM is presented based on chaotic ant swarm (CAS) algorithm. The selection problem of LS-SVM parameters is considered as a compound optimization problem.(More)
Based on the analyzing of current e-commerce experiment teaching and the rule of teaching e-commerce, the fundamental of e-commerce experiment design is presented and effective e-commerce experiment architecture is constructed. The proposed architecture integrated e-commerce project design, marketing, security, e-payment, logistics, etc. into B2C, C2C and(More)