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Performance and Usability Evaluation of Brainwave Authentication Techniques with Consumer Devices. ACM Transactions on Privacy and Security, 26(3), 1–36. https://doi.org/10.1145/3579356","ama":"Arias-Cabarcos P, Fallahi M, Habrich T, Schulze K, Becker C, Strufe T. Performance and Usability Evaluation of Brainwave Authentication Techniques with Consumer Devices. ACM Transactions on Privacy and Security. 2023;26(3):1-36. doi:10.1145/3579356","chicago":"Arias-Cabarcos, Patricia, Matin Fallahi, Thilo Habrich, Karen Schulze, Christian Becker, and Thorsten Strufe. “Performance and Usability Evaluation of Brainwave Authentication Techniques with Consumer Devices.” ACM Transactions on Privacy and Security 26, no. 3 (2023): 1–36. https://doi.org/10.1145/3579356.","bibtex":"@article{Arias-Cabarcos_Fallahi_Habrich_Schulze_Becker_Strufe_2023, title={Performance and Usability Evaluation of Brainwave Authentication Techniques with Consumer Devices}, volume={26}, DOI={10.1145/3579356}, number={3}, journal={ACM Transactions on Privacy and Security}, publisher={Association for Computing Machinery (ACM)}, author={Arias-Cabarcos, Patricia and Fallahi, Matin and Habrich, Thilo and Schulze, Karen and Becker, Christian and Strufe, Thorsten}, year={2023}, pages={1–36} }","mla":"Arias-Cabarcos, Patricia, et al. “Performance and Usability Evaluation of Brainwave Authentication Techniques with Consumer Devices.” ACM Transactions on Privacy and Security, vol. 26, no. 3, Association for Computing Machinery (ACM), 2023, pp. 1–36, doi:10.1145/3579356.","short":"P. Arias-Cabarcos, M. Fallahi, T. Habrich, K. Schulze, C. Becker, T. Strufe, ACM Transactions on Privacy and Security 26 (2023) 1–36.","ieee":"P. Arias-Cabarcos, M. Fallahi, T. Habrich, K. Schulze, C. Becker, and T. Strufe, “Performance and Usability Evaluation of Brainwave Authentication Techniques with Consumer Devices,” ACM Transactions on Privacy and Security, vol. 26, no. 3, pp. 1–36, 2023, doi: 10.1145/3579356."},"year":"2023","abstract":[{"lang":"eng","text":"Brainwaves have demonstrated to be unique enough across individuals to be useful as biometrics. They also provide promising advantages over traditional means of authentication, such as resistance to external observability, revocability, and intrinsic liveness detection. However, most of the research so far has been conducted with expensive, bulky, medical-grade helmets, which offer limited applicability for everyday usage. With the aim to bring brainwave authentication and its benefits closer to real world deployment, we investigate brain biometrics with consumer devices. We conduct a comprehensive measurement experiment and user study that compare five authentication tasks on a user sample up to 10 times larger than those from previous studies, introducing three novel techniques based on cognitive semantic processing. Furthermore, we apply our analysis on high-quality open brainwave data obtained with a medical-grade headset, to assess the differences. We investigate both the performance, security, and usability of the different options and use this evidence to elicit design and research recommendations. Our results show that it is possible to achieve Equal Error Rates as low as 7.2% (a reduction between 68–72% with respect to existing approaches) based on brain responses to images with current inexpensive technology. We show that the common practice of testing authentication systems only with known attacker data is unrealistic and may lead to overly optimistic evaluations. With regard to adoption, users call for simpler devices, faster authentication, and better privacy.\r\n "}],"user_id":"92804","keyword":["Safety","Risk","Reliability and Quality","General Computer Science"],"publication":"ACM Transactions on Privacy and Security","publisher":"Association for Computing Machinery (ACM)","author":[{"first_name":"Patricia","full_name":"Arias-Cabarcos, Patricia","last_name":"Arias-Cabarcos"},{"last_name":"Fallahi","first_name":"Matin","full_name":"Fallahi, Matin"},{"first_name":"Thilo","full_name":"Habrich, Thilo","last_name":"Habrich"},{"last_name":"Schulze","first_name":"Karen","full_name":"Schulze, Karen"},{"full_name":"Becker, Christian","first_name":"Christian","last_name":"Becker"},{"last_name":"Strufe","full_name":"Strufe, Thorsten","first_name":"Thorsten"}],"date_created":"2023-10-14T12:11:55Z","status":"public","volume":26,"date_updated":"2023-10-14T12:12:42Z","doi":"10.1145/3579356","language":[{"iso":"eng"}],"title":"Performance and Usability Evaluation of Brainwave Authentication Techniques with Consumer Devices","publication_status":"published","publication_identifier":{"issn":["2471-2566","2471-2574"]}},{"publisher":"Privacy Enhancing Technologies Symposium Advisory Board","author":[{"last_name":"Arias-Cabarcos","first_name":"Patricia","full_name":"Arias-Cabarcos, Patricia"},{"last_name":"Khalili","first_name":"Saina","full_name":"Khalili, Saina"},{"full_name":"Strufe, Thorsten","first_name":"Thorsten","last_name":"Strufe"}],"keyword":["General Medicine"],"publication":"Proceedings on Privacy Enhancing Technologies","status":"public","date_created":"2023-10-14T12:10:31Z","volume":2023,"abstract":[{"lang":"eng","text":"Data collection and aggregation by online services happens to an extent that is often beyond awareness and comprehension of its users. Transparency tools become crucial to inform people, though it is unclear how well they work. To investigate this matter, we conducted a user study focusing on Facebook, which has recently released the 'Off-Facebook Activity' transparency dashboard that informs about personal data collection from third parties. We exposed a group of n = 100 participants to the dashboard and surveyed their level of awareness and reactions to understand how transparency impacts users' privacy attitudes and intended behavior. Our participants were surprised about the massive amount of collected data, became significantly less comfortable with data collection, and more likely to take protective measures. Collaterally, we observed that current consent schemes are inadequate. Based on the survey findings, we make recommendations for more usable transparency and highlight the need to raise awareness about transparency tools and to provide easily actionable privacy controls."}],"user_id":"92804","type":"journal_article","year":"2023","citation":{"bibtex":"@article{Arias-Cabarcos_Khalili_Strufe_2023, title={’Surprised, Shocked, Worried’}: User Reactions to Facebook Data Collection from Third Parties}, volume={2023}, DOI={10.56553/popets-2023-0023}, number={1}, journal={Proceedings on Privacy Enhancing Technologies}, publisher={Privacy Enhancing Technologies Symposium Advisory Board}, author={Arias-Cabarcos, Patricia and Khalili, Saina and Strufe, Thorsten}, year={2023}, pages={384–399} }","mla":"Arias-Cabarcos, Patricia, et al. “’Surprised, Shocked, Worried’}: User Reactions to Facebook Data Collection from Third Parties.” Proceedings on Privacy Enhancing Technologies, vol. 2023, no. 1, Privacy Enhancing Technologies Symposium Advisory Board, 2023, pp. 384–99, doi:10.56553/popets-2023-0023.","apa":"Arias-Cabarcos, P., Khalili, S., & Strufe, T. (2023). ’Surprised, Shocked, Worried’}: User Reactions to Facebook Data Collection from Third Parties. Proceedings on Privacy Enhancing Technologies, 2023(1), 384–399. https://doi.org/10.56553/popets-2023-0023","ama":"Arias-Cabarcos P, Khalili S, Strufe T. ’Surprised, Shocked, Worried’}: User Reactions to Facebook Data Collection from Third Parties. Proceedings on Privacy Enhancing Technologies. 2023;2023(1):384-399. doi:10.56553/popets-2023-0023","chicago":"Arias-Cabarcos, Patricia, Saina Khalili, and Thorsten Strufe. “’Surprised, Shocked, Worried’}: User Reactions to Facebook Data Collection from Third Parties.” Proceedings on Privacy Enhancing Technologies 2023, no. 1 (2023): 384–99. https://doi.org/10.56553/popets-2023-0023.","ieee":"P. Arias-Cabarcos, S. Khalili, and T. Strufe, “’Surprised, Shocked, Worried’}: User Reactions to Facebook Data Collection from Third Parties,” Proceedings on Privacy Enhancing Technologies, vol. 2023, no. 1, pp. 384–399, 2023, doi: 10.56553/popets-2023-0023.","short":"P. Arias-Cabarcos, S. Khalili, T. Strufe, Proceedings on Privacy Enhancing Technologies 2023 (2023) 384–399."},"page":"384-399","intvolume":" 2023","_id":"48061","issue":"1","publication_identifier":{"issn":["2299-0984"]},"publication_status":"published","title":"'Surprised, Shocked, Worried'}: User Reactions to Facebook Data Collection from Third Parties","date_updated":"2023-10-14T12:13:32Z","doi":"10.56553/popets-2023-0023"}]