Neural Networks: Tricks of the Trade, this book is an outgrowth of a 1996 NIPS workshop
Web Services Platform Architecture: SOAP, WSDL, WS-Policy, WS-Addressing, WS-BPEL, WS-Reliable Messaging and More
Hybrid multi-agent architecture as a real-time problem-solving model
Expert Systems with Applications: An International Journal
SOA and Web Services: New Technologies, New Standards - New Attacks
ECOWS '07 Proceedings of the Fifth European Conference on Web Services
An Adaptive Intrusion Detection and Prevention (ID/IP) Framework for Web Services
ICCIT '07 Proceedings of the 2007 International Conference on Convergence Information Technology
GerAmi: Improving Healthcare Delivery in Geriatric Residences
IEEE Intelligent Systems
Countering DDoS and XDoS Attacks against Web Services
EUC '08 Proceedings of the 2008 IEEE/IFIP International Conference on Embedded and Ubiquitous Computing - Volume 01
Defending Grid Web Services from XDoS attacks by SOTA
PERCOM '09 Proceedings of the 2009 IEEE International Conference on Pervasive Computing and Communications
Visualization of learning in multilayer perceptron networks using principal component analysis
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
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SOAP messages use XML code, which makes them vulnerable to denial of service (DoS) attacks and puts the availability of web services at risk. This article presents an adaptive solution for dealing with DoS attacks in web service environments. The solution proposes a distributed hierarchical multiagent architecture that implements a robust mechanism of classification based on an advanced CBR-BDI agent. The agent incorporates a case-based reasoning engine that integrate a Perceptron Multilayer neural network during the re-use phase to classify incoming SOAP messages and reject those that are considered malicious. A prototype of the architecture was developed and the results obtained are presented in this study.