An Analysis of the Effectiveness of a Constructive Induction-Based Virus Detection Prototype
Language: English
Published by Creative Media Partners, LLC Okt 2012, 2012
- Softcover
- New
Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
AbeBooks seller since August 14, 2006
Condition: New
£ 26.37
Quantity: 2 available
Add to basketItem description from seller
Neuware - Computer viruses remain a tangible threat to the systems on which the Department of Defense increasingly depends. This threat is exacerbated continually, as new viruses are introduced at an alarming rate by the growing collection of connected machines. Unfortunately, current antivirus solutions are ill-equipped to address these issues in the long term. This thesis documents an investigation into the use of constructive induction, a form of machine learning, as a supplemental antivirus technique theoretically capable of detecting previously unknown viruses through generalized decision-making techniques. A group of examples derived from common software applications, utilities, and viruses was tested to evaluate the benefits of utilizing constructive induction in the selection of suitable virus signatures. A prototype virus detection system subcomponent, DRIVER, was developed to conduct the experiments. Due to the feature-rich content of nontrivial example files and DRIVER's ability to assemble decision trees, results showed marginal benefits-compounded with significantly increased computational resource requirements--in the use of constructive induction. Future research, emphasizing a combination of optimization techniques and increasingly realistic test cases, should eventually establish whether constructive induction represents a practical alternative to today's antivirus measures.…
Seller Inventory # 9781249623533
- Title
- An Analysis of the Effectiveness of a Constructive Induction-Based Virus Detection Prototype
- Author
- Kevin T Damp
- Publisher
- Creative Media Partners, LLC Okt 2012
- Publication year
- 2012
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 10
- 1249623537
- ISBN 13
- 9781249623533
- Item weight
- 154 grams
- Dimensions
- 234x156x5 mm
"Synopsis" may belong to another edition of this title.
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