Code Type Revealing Using Experiments Framework

Abstract : Identifying the type of a code, whether in a file or byte stream, is a challenge that many software companies are facing. Many applications, security and others, base their behavior on the type of code they receive as an input.Today’s traditional identification methods rely on file extensions, magic numbers, propriety headers and trailers or specific type identifying rules. All these are vulnerable to content tampering and discovering it requires investing long and tedious working hours of professionals. This study is aimed to find a method of identifying the best settings to automatically create type signatures that will effectively overcome the content manipulation problem.In this paper we lay out a framework for creating type signatures based on byte N-Grams. The framework allows setting various parameters such as NGram sizes and windows, selecting statistical tests and defining rules for score calculations. The framework serves as a test lab that allows finding the right parameters to satisfy a predefined threshold of type identification accuracy. We demonstrate the framework using basic settings that achieved an F-Measure success rate of 0.996 on 1400 test files.
Type de document :
Communication dans un congrès
Nora Cuppens-Boulahia; Frédéric Cuppens; Joaquin Garcia-Alfaro. 26th Conference on Data and Applications Security and Privacy (DBSec), Jul 2012, Paris, France. Springer, Lecture Notes in Computer Science, LNCS-7371, pp.193-206, 2012, Data and Applications Security and Privacy XXVI. 〈10.1007/978-3-642-31540-4_15〉
Liste complète des métadonnées

https://hal.inria.fr/hal-01534762
Contributeur : Hal Ifip <>
Soumis le : jeudi 8 juin 2017 - 11:06:27
Dernière modification le : samedi 17 février 2018 - 17:46:02
Document(s) archivé(s) le : samedi 9 septembre 2017 - 12:42:48

Fichier

978-3-642-31540-4_15_Chapter.p...
Fichiers produits par l'(les) auteur(s)

Licence


Distributed under a Creative Commons Paternité 4.0 International License

Identifiants

Citation

Rami Sharon, Ehud Gudes. Code Type Revealing Using Experiments Framework. Nora Cuppens-Boulahia; Frédéric Cuppens; Joaquin Garcia-Alfaro. 26th Conference on Data and Applications Security and Privacy (DBSec), Jul 2012, Paris, France. Springer, Lecture Notes in Computer Science, LNCS-7371, pp.193-206, 2012, Data and Applications Security and Privacy XXVI. 〈10.1007/978-3-642-31540-4_15〉. 〈hal-01534762〉

Partager

Métriques

Consultations de la notice

45

Téléchargements de fichiers

20