SoK: A Systematic Literature Review of Bluetooth Security Threats and Mitigation Measures

Shrestha, Sunny; Irby, Esa; Thapa, Raghav; Das, Sanchari

doi:10.1007/978-3-030-93956-4_7

Cited by 6 publications

(2 citation statements)

References 67 publications

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“…It facilitates short-range wireless interactions between electronic devices. In 1998, Ericsson evolved Bluetooth into a consortium comprising multiple computer and electronic companies, subsequently gaining widespread popularity in consumer devices 24 . Over time, its application has expanded considerably, making it a globally recognized standard for wireless communication.…”

Section: Discussionmentioning

confidence: 99%

Epidemiological exploration of the impact of bluetooth headset usage on thyroid nodules using Shapley additive explanations method

Zhou,

Qin,

Zhang

et al. 2024

Sci Rep

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With an increasing prevalence of thyroid nodules globally, this study investigates the potential correlation between the use of Bluetooth headsets and the incidence of thyroid nodules, considering the cumulative effects of non-ionizing radiation (NIR) emitted by these devices. In this study, we analyzed 600 valid questionnaires from the WenJuanXing platform using Propensity Score Matching (PSM) and the XGBOOST model, supplemented by SHAP analysis, to assess the risk of thyroid nodules. PSM was utilized to balance baseline characteristic differences, thereby reducing bias. The XGBOOST model was then employed to predict risk factors, with model efficacy measured by the area under the Receiver Operating Characteristic (ROC) curve (AUC). SHAP analysis helped quantify and explain the impact of each feature on the prediction outcomes, identifying key risk factors. Initially, 600 valid questionnaires from the WenJuanXing platform underwent PSM processing, resulting in a matched dataset of 96 cases for modeling analysis. The AUC value of the XGBOOST model reached 0.95, demonstrating high accuracy in differentiating thyroid nodule risks. SHAP analysis revealed age and daily Bluetooth headset usage duration as the two most significant factors affecting thyroid nodule risk. Specifically, longer daily usage durations of Bluetooth headsets were strongly linked to an increased risk of developing thyroid nodules, as indicated by the SHAP analysis outcomes. Our study highlighted a significant impact relationship between prolonged Bluetooth headset use and increased thyroid nodule risk, emphasizing the importance of considering health impacts in the use of modern technology, especially for devices like Bluetooth headsets that are frequently used daily. Through precise model predictions and variable importance analysis, our research provides a scientific basis for the formulation of public health policies and personal health habit choices, suggesting that attention should be paid to the duration of Bluetooth headset use in daily life to reduce the potential risk of thyroid nodules. Future research should further investigate the biological mechanisms of this relationship and consider additional potential influencing factors to offer more comprehensive health guidance and preventive measures.

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Section: Discussionmentioning

confidence: 99%

Epidemiological exploration of the impact of bluetooth headset usage on thyroid nodules using Shapley additive explanations method

Zhou,

Qin,

Zhang

et al. 2024

Sci Rep

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“…However, the literature lacks a systematic understanding of inference attacks via wireless sensing and defenses against them. In particular, existing literature surveys about wireless sensing [74,85,115,144] focus on wireless sensing techniques and their benign applications, leaving systematization of the privacy aspect of wireless sensing largely untouched. Such a gap makes it hard to comprehensively understand the privacy vulnerabilities of wireless sensing and design effective defenses against potential inference attacks in the future.…”

Section: Introductionmentioning

confidence: 99%

SoK: Secure Human-centered Wireless Sensing

Sun,

Chen,

Gong

2024

PoPETs

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Human-centered wireless sensing (HCWS) aims to understand the fine-grained environment and activities of a human using the diverse wireless signals around him/her. While the sensed information about a human can be used for many good purposes such as enhancing life quality, an adversary can also abuse it to steal private information about the human (e.g., location and person's identity). However, the literature lacks a systematic understanding of the privacy vulnerabilities of wireless sensing and the defenses against them, resulting in the privacy-compromising HCWS design. In this work, we aim to bridge this gap to achieve the vision of secure human-centered wireless sensing. First, we propose a signal processing pipeline to identify private information leakage and further understand the benefits and tradeoffs of wireless sensing-based inference attacks and defenses. Based on this framework, we present the taxonomy of existing inference attacks and defenses. As a result, we can identify the open challenges and gaps in achieving privacy-preserving human-centered wireless sensing in the era of machine learning and further propose directions for future research in this field.

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Blockchain in Oil and Gas Supply Chain: A Literature Review from User Security and Privacy Perspective

Kishnani

Madabhushi

Das

2023

IFIP Advances in Information and Communication Technology

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SoK: A Systematic Literature Review of Bluetooth Security Threats and Mitigation Measures

Cited by 6 publications

References 67 publications

Epidemiological exploration of the impact of bluetooth headset usage on thyroid nodules using Shapley additive explanations method

Epidemiological exploration of the impact of bluetooth headset usage on thyroid nodules using Shapley additive explanations method

SoK: Secure Human-centered Wireless Sensing

Blockchain in Oil and Gas Supply Chain: A Literature Review from User Security and Privacy Perspective

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