Interested in accelerating the use of artificial intelligence and knowledge sharing in network management and defense? Short fuse, but let prospective organizers know today. Be part of a proposed "Catalysts for Infusion of AI into Network Management and Defense" at the
AAAI Fall 2010 Symposium. Contact me if you're interested in attending, monitoring symposium results, co-organizing, or if you just think it's a cool idea.
Problem Statement
To some extent, many existing network and service management suites incorporate ontologies, rules and perform reasoning. They implement some form of knowledge management. They collect, filter, aggregate and summarize vast amounts of data using dynamic algorithms that must change when network infrastructure changes. Yet with a few notable exceptions, these AI-like capabilities may not be identified as AI. This matters because, despite a relatively consistent base of domain knowledge, reusable extensible frameworks that leverage existing bodies of knowledge in AI have not evolved. The resulting capabilities gaps are significant both to practitioners and enterprises, who face numerous challenges that could be mitigated by wider use of intelligent systems. These gaps include:
- Delays in supporting network-enabled applications in specialized user communities
- Errors and misconfigurations caused by opaque device interdependencies
- Unnecessary complexity in the deployment of new network technologies or equipment upgrades
- Weakened network defenses
- Event data overload
- Inability to represent network performance and security data in ways that satisfy human-computer interface needs
Symposium Goals and Methods
The proposed Symposium seeks, though techniques that leverage current collaboration technologies, to identify opportunities to infuse network management products with resources and capabilities from the AI body of knowledge.
Read more at the Secure Decisions web site (where I work).
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AI and Network Management: AAAI Fall Symposium Proposal