Table · dataset · 2025
Flow-Based IoT Datasets for Cyberattack Detection and Generalization Studies (NFStream and Tranalyzer Tools) [Dataset]
Listed in Repositorio Institucional de la Universidad de Burgos
Description
This repository provides flow-based IoT traffic datasets generated through NFStream and Tranalyzer for cyberattack detection and generalization studies. The datasets originate from two data sources: (1) **UBU-LAB**, representing traffic captured in controlled IoT laboratory conditions, and (2) **ToN-IoT**, a public dataset containing benign and Denial-of-Service (DoS) traffic traces (available at research.unsw.edu.au/projects/toniot-datasets).
All datasets have been processed and structured to support experiments on flow extraction tool comparison and cross-domain generalization using Multilayer Perceptron (MLP) models. The repository contains: - Raw extracted flows for both NFStream and Tranalyzer, - Balanced datasets used in comparative studies (Paper 2), and - Datasets generated for generalization strategies (Paper 3). The data files are ready to be reused or integrated into new modelling pipelines for IoT network security research.
Links
Where it is published
- hdl.handle.net /10259/11041 ↗
Repositorio Institucional de la Universidad de Burgos record
landing page · from riubu ubu es
- DOI doi.org/10.71486/vcgm-fe66 ↗
DOI / persistent id · from riubu ubu es
Catalogue records · 1
- OAI-PMH record riubu.ubu.es/oai/request%20?verb=GetRecord&metadataPrefix=oai_dc&identifier… ↗
metadata API · from riubu ubu es
Topics
- From keywords
- Computer Science & AI · Earth & Environmental Science · Engineering · Humanities · Life Sciences · Machine learning · Social Science
Provenance · 1 source records, 12 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| Repositorio Institucional de la Universidad de Burgos | oai:riubu.ubu.es:10259/11041 | 6 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · riubu ubu es | connector:riubu_ubu_es@1.0.0 | |
| concepts[field].anzsrc:group:4611 | mapping · riubu ubu es | vocabulary-mapper@1.0.0 | keywords['Machine learning'] |
| concepts[field].local:field:computer-science-ai | mapping · riubu ubu es | connector:riubu_ubu_es@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · riubu ubu es | connector:riubu_ubu_es@1.0.0 | |
| concepts[field].local:field:engineering | mapping · riubu ubu es | connector:riubu_ubu_es@1.0.0 | |
| concepts[field].local:field:humanities | mapping · riubu ubu es | connector:riubu_ubu_es@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · riubu ubu es | connector:riubu_ubu_es@1.0.0 | |
| concepts[field].local:field:social-science | mapping · riubu ubu es | connector:riubu_ubu_es@1.0.0 | |
| description | source · riubu ubu es | connector:riubu_ubu_es@1.0.0 | /metadata/dc/description |
| license | source · riubu ubu es | connector:riubu_ubu_es@1.0.0 | /metadata/dc/rights |
| publication_date | source · riubu ubu es | connector:riubu_ubu_es@1.0.0 | |
| title | source · riubu ubu es | connector:riubu_ubu_es@1.0.0 | /metadata/dc/title |