Correlating File-based Malware Graphs Against the Empirical Ground Truth of DNS Graphs
Title | Correlating File-based Malware Graphs Against the Empirical Ground Truth of DNS Graphs |
Publication Type | Conference Paper |
Year of Publication | 2016 |
Authors | Ruohonen, Jukka, Šćepanović, Sanja, Hyrynsalmi, Sami, Mishkovski, Igor, Aura, Tuomas, Leppänen, Ville |
Conference Name | Proccedings of the 10th European Conference on Software Architecture Workshops |
Publisher | ACM |
Conference Location | New York, NY, USA |
ISBN Number | 978-1-4503-4781-5 |
Keywords | complex network analysis, compositionality, cyber security, DNS mining, ground truth problem, network forensics, Network Security Architecture, pubcrawl, Resiliency, shared hosting |
Abstract | This exploratory empirical paper investigates whether the sharing of unique malware files between domains is empirically associated with the sharing of Internet Protocol (IP) addresses and the sharing of normal, non-malware files. By utilizing a graph theoretical approach with a web crawling dataset from F-Secure, the paper finds no robust statistical associations, however. Unlike what might be expected from the still continuing popularity of shared hosting services, the sharing of IP addresses through the domain name system (DNS) seems to neither increase nor decrease the sharing of malware files. In addition to these exploratory empirical results, the paper contributes to the field of DNS mining by elaborating graph theoretical representations that are applicable for analyzing different network forensics problems. |
URL | https://dl.acm.org/doi/10.1145/2993412.2993414 |
DOI | 10.1145/2993412.2993414 |
Citation Key | ruohonen_correlating_2016 |