Analysis of the Effectiveness of a Constructive Induction-Based Virus Detection Prototype

Name: Analysis of the Effectiveness of a Constructive Induction-Based Virus Detection Prototype
Brand: Biblioscholar
SKU: 9781249623533
Price: 77.54 PLN
Availability: InStock

Autor: Kevin T Damp

Język:

Oprawa: Miękka

Wydawca: Biblioscholar

Dostępność: Dostępna u dostawcy

Wysyłamy za 14-21 dni

77.54 zł

Computer viruses remain a tangible threat to the systems on which the Department of Defense increasi...

Informacje o książce

Autor

Kevin T Damp

Język

Angielski

Oprawa

Książka - Miękka

Data wydania

2012

strony

104

EAN

9781249623533

ISBN

9781249623533

Enbook ID

08143055

Wydawca

Biblioscholar

Waga

200

Wymiary

189 x 246 x 6

Pełny opis

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.

Możesz być zainteresowany

Klienci, którzy kupili tę książkę, kupili również

Najczęściej wyszukiwane

Categories

Authors

Publishers

Produkty

Produkty

Najczęściej wyszukiwane

Categories

Authors

Publishers

Produkty

Produkty

Analysis of the Effectiveness of a Constructive Induction-Based Virus Detection Prototype

Informacje o książce

Pełny opis

Możesz być zainteresowany

Klienci, którzy kupili tę książkę, kupili również