RT dataset
T1 Flow-Based IoT Datasets for Cyberattack Detection and Generalization Studies (NFStream and Tranalyzer Tools) [Dataset]  
A1 Martínez González, Branly Alberto
A1 Díez Bermejo, Alejandro
A1 Pérez Sevilla, Malena
A1 Rincón Arango, Jaime Andrés
A1 Urda Muñoz, Daniel
K1 IoT
K1 Cybersecurity
K1 Flow-based Datasets
K1 NFStream
K1 Tranalyzer
K1 ToN-IoT
K1 UBU-LAB
K1 Generalization
K1 Machine learning
K1 Redes informáticas-Medidas de seguridad
K1 Computer networks-Security measures
K1 Seguridad informática
K1 Computer security
AB 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 https://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.
PB Universidad de Burgos
YR 2025
FD 2025-11-04
LK https://hdl.handle.net/10259/11041
UL https://hdl.handle.net/10259/11041
LA eng
NO Martinez Gonzalez, B. A., Diez Bermejo, A., Pérez Sevilla, M., Rincon Arango, J. A., & Urda Muñoz, D. (2025). Flow-Based IoT Datasets for Cyberattack Detection and Generalization Studies (NFStream and Tranalyzer Tools) [Data set]. Universidad de Burgos. https://doi.org/10.71486/VCGM-FE66
NO This research was supported by the project *AI4SECIoT – Artificial Intelligence for Securing IoT Devices*,   funded by the Instituto Nacional de Ciberseguridad (INCIBE) within the framework of the   *Plan de Recuperación, Transformación y Resiliencia*, financed by the European Union (Next Generation EU).
DS Repositorio Institucional de la Universidad de Burgos
RD 23-abr-2026