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Risk-Oriented Analysis and Classification of Network Attacks Affecting Hospital Information Systems: Evidence from a Patient-Monitoring Testbed

Crimary C. Mahinay, John Augustus P. Diesto, Jerald B. Babor, Ray Marlou T. Georpe, Welquim B. Panogaling, Serafin C. Palmares, Kristine T. Soberano

International Journal of Computer Science and Mobile Computing · 2026 · Band 15 · Ausgabe 8 · S. 39-58

Vollständiger Abstract

Worum geht es in dieser Arbeit?

Hospital Information Systems increasingly rely on connected patient-monitoring devices that transmit biometric data through hospital networks. This study analyzed the WUSTL-EHMS-2020 testbed and assessed the potential risk of its recorded attacks to HIS. A quantitative descriptive secondary analysis retained all 16,318 verified records. Record-level summaries described Normal, Spoofing, and Data Alteration traffic; the primary comparison aggregated ordered records into 169 contiguous binary-label blocks (85 Normal and 84 attack). Nine network-flow and eight biometric variables were summarized, and Cliff's delta with 95% percentile block-bootstrap confidence intervals was estimated using 10,000 repetitions and seed 20260727. The dataset contained 14,272 Normal records and 2,046 attack records, comprising 1,124 Spoofing and 922 Data Alteration records. Network-flow variables showed strong block-level separation (absolute delta 0.7891–0.9655; all intervals excluded zero), while all biometric effects were negligible (absolute delta at most 0.0594; all intervals included zero). Researcher-defined assessment classified Spoofing (score 12) and Data Alteration (score 15) as High risk. The study provides a reproducible bridge from verified testbed evidence to a separate, transparent HIS risk assessment; its conclusions remain limited to the controlled dataset and its undocumented attack-category field.

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Publikationsdaten

Autor:innen
Crimary C. Mahinay, John Augustus P. Diesto, Jerald B. Babor, Ray Marlou T. Georpe, Welquim B. Panogaling, Serafin C. Palmares, Kristine T. Soberano
Quelle
International Journal of Computer Science and Mobile Computing
Publikation
2026-08-30
Band / Ausgabe
15 / 8
Seiten
39-58
ISSN / ISBN
2320-088X
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Zitierfähiger Nachweis

Crimary C. Mahinay, John Augustus P. Diesto, Jerald B. Babor, Ray Marlou T. Georpe, Welquim B. Panogaling, Serafin C. Palmares, Kristine T. Soberano (2026). Risk-Oriented Analysis and Classification of Network Attacks Affecting Hospital Information Systems: Evidence from a Patient-Monitoring Testbed. International Journal of Computer Science and Mobile Computing, 15 (8), 39-58. https://doi.org/10.47760/ijcsmc.2026.v15i08.003
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