The Unified Multimodal Network Intrusion Detection System (UM-NIDS) dataset is a comprehensive, standardized dataset that integrates network flow data, packet payload information, and contextual features, making it highly suitable for machine learning-based intrusion detection models. This dataset addresses key limitations in existing NIDS datasets, such as inconsistent feature sets and the lack of payload or time-window-based contextual features.

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[1] Irfan Khan, Nathaniel Bastian, Syed Wali, Yasir Ali Farrukh, "Unified Multimodal Network Intrusion Detection Systems Dataset", IEEE Dataport, 2024. [Online]. Available: http://dx.doi.org/10.21227/d8at-gb29. Accessed: Feb. 16, 2025.
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doi = {10.21227/d8at-gb29},
url = {http://dx.doi.org/10.21227/d8at-gb29},
author = {Irfan Khan; Nathaniel Bastian; Syed Wali; Yasir Ali Farrukh },
publisher = {IEEE Dataport},
title = {Unified Multimodal Network Intrusion Detection Systems Dataset},
year = {2024} }
TY - DATA
T1 - Unified Multimodal Network Intrusion Detection Systems Dataset
AU - Irfan Khan; Nathaniel Bastian; Syed Wali; Yasir Ali Farrukh
PY - 2024
PB - IEEE Dataport
UR - 10.21227/d8at-gb29
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Irfan Khan, Nathaniel Bastian, Syed Wali, Yasir Ali Farrukh. (2024). Unified Multimodal Network Intrusion Detection Systems Dataset. IEEE Dataport. http://dx.doi.org/10.21227/d8at-gb29
Irfan Khan, Nathaniel Bastian, Syed Wali, Yasir Ali Farrukh, 2024. Unified Multimodal Network Intrusion Detection Systems Dataset. Available at: http://dx.doi.org/10.21227/d8at-gb29.
Irfan Khan, Nathaniel Bastian, Syed Wali, Yasir Ali Farrukh. (2024). "Unified Multimodal Network Intrusion Detection Systems Dataset." Web.
1. Irfan Khan, Nathaniel Bastian, Syed Wali, Yasir Ali Farrukh. Unified Multimodal Network Intrusion Detection Systems Dataset [Internet]. IEEE Dataport; 2024. Available from : http://dx.doi.org/10.21227/d8at-gb29
Irfan Khan, Nathaniel Bastian, Syed Wali, Yasir Ali Farrukh. "Unified Multimodal Network Intrusion Detection Systems Dataset." doi: 10.21227/d8at-gb29