A Matrix Factorization Based Network Embedding Method for DNS Analysis
Fuente:
arXiv
Saved in:
| Main Author: | |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1866916497643798528 |
|---|---|
| author | Qin, Meng |
| author_facet | Qin, Meng |
| contents | In this paper, I explore the potential of network embedding (a.k.a. graph representation learning) to characterize DNS entities in passive network traffic logs. I propose an MF-DNS-E (\underline{M}atrix-\underline{F}actorization-based \underline{DNS} \underline{E}mbedding) method to represent DNS entities (e.g., domain names and IP addresses), where a random-walk-based matrix factorization objective is applied to learn the corresponding low-dimensional embeddings. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2401_07410 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | A Matrix Factorization Based Network Embedding Method for DNS Analysis Qin, Meng Social and Information Networks Cryptography and Security In this paper, I explore the potential of network embedding (a.k.a. graph representation learning) to characterize DNS entities in passive network traffic logs. I propose an MF-DNS-E (\underline{M}atrix-\underline{F}actorization-based \underline{DNS} \underline{E}mbedding) method to represent DNS entities (e.g., domain names and IP addresses), where a random-walk-based matrix factorization objective is applied to learn the corresponding low-dimensional embeddings. |
| title | A Matrix Factorization Based Network Embedding Method for DNS Analysis |
| topic | Social and Information Networks Cryptography and Security |
| url | https://arxiv.org/abs/2401.07410 |