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Title page for ETD etd-06262009-085307


Type of Document Dissertation
Author Chapple, Michael Joseph
Author's Email Address mchapple@nd.edu
URN etd-06262009-085307
Title Security Management of Controlled Networks in a Resource-Constrained Environment
Degree Doctor of Philosophy
Department Computer Science and Engineering
Advisory Committee
Advisor Name Title
Charles Crowell Committee Chair
Aaron Striegel Committee Member
Douglas Thain Committee Member
Marina Blanton Committee Member
Nitesh Chawla Committee Member
Keywords
  • data mining
  • anomaly detection
  • network management
  • information security
Date of Defense 2009-06-25
Availability restricted
Abstract

The growing complexity of enterprise networks and the proliferation of security devices creates a resource availability crisis for security professionals seeking to concurrently manage security controls and analyze voluminous log records for evidence of suspicious activity. This dissertation proposes the use of data mining techniques and firewall management tools to facilitate the secure management of controlled networks and simultaneously reduce security management resource requirements.

The techniques presented in this dissertation each advance the state of the art in resource-constrained security management by focusing on the implementation of security controls in a controlled environment, such as a university data center. The techniques presented in this research present practical approaches to security management. Earlier work in this space offers unwieldy techniques difficult to implement in a production environment due to either the complexity of the technique or the overhead introduced by significant false positive rates. This work applies analysis techniques that leverage the uniquely stable nature of such environments and proposes an architecture for the extension of this control to mobile systems. It strives to maximize the benefit achieved by the tools while simultaneously minimizing the cost to the implementing organization.

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