| ||||
| ||||
![]() Title:Automatic clustering of a network protocol with weakly-supervised clustering Conference:LearnAut 2018 Tags:abstraction learning, automata learning and learning-based testing Abstract: Abstraction is a fundamental part when learning behavioral models of systems. Usually the process of abstraction is manually defined by domain experts. This paper presents a method to perform automatic abstraction for network protocols. In particular a weakly supervised clustering algorithm is used to build an abstraction with a small vocabulary size for the widely used TLS protocol. To show the effectiveness of the proposed method we compare the resultant abstract messages to a manually constructed (reference) abstraction. With a small amount of side-information in the form of a few labeled examples this method finds an abstraction that matches the reference abstraction perfectly. Automatic clustering of a network protocol with weakly-supervised clustering ![]() Automatic clustering of a network protocol with weakly-supervised clustering | ||||
Copyright © 2002 – 2025 EasyChair |