The parallel lives of autonomous systems

Nemmi, Eugenio Nerio; Sassi, Francesco; Morgia, Massimo La; Testart, Cecilia; Mei, Alessandro; Dainotti, Alberto

doi:10.1145/3487552.3487838

Cited by 7 publications

(2 citation statements)

References 39 publications

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“…But the studies about user recognition of devices on the Internet are quite few. Querying public databases, such as WHOIS of IANA [4], ASO with querying protocol BGP [5], and rDNS (reversed domain name system) with querying protocol DNS [6], is a common way to identify the users of large-scale devices. However, it has many limitations: (1) many organizations recorded in the databases are the registers or operators of IP addresses, and Internet service providers or cloud service providers, rather than the actual users, own most IP addresses.…”

Section: Introductionmentioning

confidence: 99%

Multiview Embedding with Partial Labels to Recognize Users of Devices Based on Unified Transformer

Ren

Liu

et al. 2023

International Journal of Intelligent Systems

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Recognizing the users of devices (or clusters of devices) who use IP addresses as unique identities on the Internet can easily enable numerous security applications. Fast and accurate user recognition is critical for supervisors to find influenced organizations connected to their networks in light of new security threats. Many users’ information scatters in the multisource data of IP addresses. Up until now, user recognition of devices has had two main problems. On the one hand, existing methods could not fully use multisource data of the IP addresses and wastes the valuable information of labels. On the other hand, only a tiny portion of devices can be tagged with highly confident known users manually, making it an urgent need to infer unknown users of devices. So, the problem of user recognition on devices is to guess the unknown user with multisource data and existing devices with known users. Therefore, this paper proposes a multiview fusion method to deal with multisource data from devices with a small number of manually labelled samples. The paper uses GraphSAGE to obtain an exemplary representation of IP addresses and designs a label encoder to fully use a small number of devices with known users. Then, the paper builds a specific unified transformer to achieve high performance to determine whether two devices have the same user. At the same time, the paper conducts real-world experiments and finds that the proposed method can achieve 0.9158 accuracy and 0.6131 F1 to find devices with the same users on the constructed dataset in the real world.

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Section: Introductionmentioning

confidence: 99%

Multiview Embedding with Partial Labels to Recognize Users of Devices Based on Unified Transformer

Ren

Liu

et al. 2023

International Journal of Intelligent Systems

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“…Meanwhile, the switch functions as a center for exchange and distributes the resources needed by each member (Fardani & Neforawati, 2019). The IXP network internet infrastructure, namely ASN, functions to identify the unique identity of each member in the IXP network so that they can communicate with each other (Nemmi, et al, 2021). IDCloudHost is a hosting service provider that provides services such as domain registration, cloud hosting, servers (VPS & dedicated servers), and domain resellers in Indonesia (PT.…”

Section: Introductionmentioning

confidence: 99%

Internet Exchange Point Network Implementation Using IXP Manager And Bird in Idcloudhost

Kasad

2023

Jurnal Informatika dan Komputer

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Internet Exchange Point (IXP) is a network infrastructure providing facilities for connecting devices to exchange traffic. In building an IXP network, there are several main components: routers, switches, and IXP member devices. This research uses the UCLA method according to the scenario that has been made based on qualitative data from interviews with IDCloudHost. The research object is the IXP network owned by IDCloudHost, which was previously built using BIRD as the primary infrastructure in the form of a platform. This study aims to optimize the existing IXP network management process by re-implementing it using IXP Manager as the primary infrastructure. The research results show that the IXP network management process was done manually. BIRD configuration needed to be done on several different devices and could only be operated by IDCloudHost's Chief Technology Officer. The configuration process was done manually. After using IXP Manager, IXP network management on IDCloudHost Bogor configurations can generate automatically. All technicians operate the availability of IXP network performance graphs, which are more centralized and can. In addition, it also has an impact on the management process that can be carried out from a technical and administrative side, can be developed and integrated into various existing services at IDCloudHost, optimizes employee performance, and increases the maturity and business continuity of the company which means IXP network management at IDCloudHost can be optimized by using IXP Manager and BIRD

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