Sonification to Support the Monitoring Tasks of Security Operations Centres

Axon, Louise; Happa, Jassim; Rensburg, Alastair Janse van; Goldsmith, Michael; Creese, Sadie

doi:10.1109/tdsc.2019.2931557

Cited by 5 publications

(5 citation statements)

References 16 publications

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“…Iqbal & Anwar [19] and Islam et al [20] utilized the machine learning approach that enable rapid detection and automates alert for immediate response to identify threat. The SOC is supported by the advanced technology tools such as the Security Information and Event Management (SIEM) system, intrusion detection/prevention system (IDS/IPS), advanced threat intelligence and forensic analysis tools as defense mechanism, protect organizations from the potential damage caused by threats [21], [9], [22], [23], [8].…”

Section: Related Workmentioning

confidence: 99%

Botnet Detection and Incident Response in Security Operation Center (SOC): A Proposed Framework

Muhammad,

Ismail,

Hassan

2024

IJACSA

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In the dynamic landscape of evolving cyber threats, Security Operations Centers (SOCs) play an important role in protecting digital assets. Among these threats, botnets are particularly challenging due to their ability to take over many devices and launch coordinated attacks. Through comparative analysis, the research gaps in existing frameworks have been identified. Based on these insights, a botnet detection and incident response framework aligned with SOC practices has been proposed. This proposed framework emphasizes proactive measures by integrating threat intelligence, detection and monitoring tools to detect botnet attack and facilitate rapid response. Future research will focus on conducting evaluation and validation studies to assess the effectiveness and performance of the framework in controlled environments. This effort will contribute to develop the framework and ensuring it aligns with practical cybersecurity needs.

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Section: Related Workmentioning

confidence: 99%

Botnet Detection and Incident Response in Security Operation Center (SOC): A Proposed Framework

Muhammad,

Ismail,

Hassan

2024

IJACSA

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“…Besides the approaches to audiovisual data analysis described in the previous sections of this report, audiovisual monitoring interfaces play an integral role in various domains, including air traffic control [EBL*23], control rooms [SFLD22, HHG*12], anesthesia [AQH*21,RMS*22], neurology [LCS*28], dermoscopy [WRK*19], surgery [Zie23], network monitoring [Wor19a,AHvR*21], automotive [JDS15,XWX*22], to name a few.…”

Section: Adjacent Topicsmentioning

confidence: 99%

Open Your Ears and Take a Look: A State‐of‐the‐Art Report on the Integration of Sonification and Visualization

Enge,

Elmquist,

Caiola

et al. 2024

Computer Graphics Forum

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The research communities studying visualization and sonification for data display and analysis share exceptionally similar goals, essentially making data of any kind interpretable to humans. One community does so by using visual representations of data, and the other community employs auditory (non‐speech) representations of data. While the two communities have a lot in common, they developed mostly in parallel over the course of the last few decades. With this STAR, we discuss a collection of work that bridges the borders of the two communities, hence a collection of work that aims to integrate the two techniques into one form of audiovisual display, which we argue to be “more than the sum of the two.” We introduce and motivate a classification system applicable to such audiovisual displays and categorize a corpus of 57 academic publications that appeared between 2011 and 2023 in categories such as reading level, dataset type, or evaluation system, to mention a few. The corpus also enables a meta‐analysis of the field, including regularly occurring design patterns such as type of visualization and sonification techniques, or the use of visual and auditory channels, showing an overall diverse field with different designs. An analysis of a co‐author network of the field shows individual teams without many interconnections. The body of work covered in this STAR also relates to three adjacent topics: audiovisual monitoring, accessibility, and audiovisual data art. These three topics are discussed individually in addition to the systematically conducted part of this research. The findings of this report may be used by researchers from both fields to understand the potentials and challenges of such integrated designs while hopefully inspiring them to collaborate with experts from the respective other field.

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“…Starting 2018, increasing interest in sonification and its potential for SOCs can be identified [165] as it was implemented within the SIEM system of a SOC [166]. This showed that humans can detect attacks by listening to network traffic [127], [167] in specific contexts [168].…”

Section: ) Presentationmentioning

confidence: 99%