Cited by 1

The DOI matches its Crossref record, with a small difference in title or year; 1 of the 1 references it cites were found in a registry or an index.

Wi-Fi tracking : Fingerprinting attacks and counter-measures

Matte, Célestin·2026

Abstract

Traçage Wi-Fi : Attaques par prise d'empreinte et contre-mesures: Le récent développement des appareils portatifs possédant une interface Wi-Fi (smartphones, tablettes et « wearables ») s'accompagne d'une menace sur la vie privée de leurs utilisateurs, et sur la société toute entière. Ces appareils émettent en continu des signaux pouvant être capturés par un attaquant passif, à l'aide de matériel peu coûteux et de connaissances basiques. Ces signaux contiennent un identifiant unique appelé l'adresse MAC. Pour faire face à cette menace, les acteurs du secteur déploient actuellement une contre-mesure sur les appareils récents: le changement aléatoire de l'adresse MAC. Malheureusement, nous montrons que cette mesure, dans son état actuel, n'est pas suffisante pour empêcher le traçage des appareils. Pour cela, nous introduisons plusieurs attaques basées sur le contenu et la répartition temporelle des signaux. En complément, nous étudions les implémentations du changement aléatoire de l'adresse MAC sur des appareils récents, et trouvons un certain nombre de manquements limitant l'efficacité de ces implémentations à prévenir le traçage. En parallèle, nous effectuons deux études de terrain. La première s'attaque au développement des acteurs exploitant les problèmes cités plus haut afin d'installer des systèmes de traçage basés sur le Wi-Fi. Nous listons certaines de ces installations et examinons plusieurs aspects de ces systèmes : leur régulation, les implications en terme de vie privée, les questions de consentement et leur acceptation par le public. La seconde étude concerne la progression du changement aléatoire d'adresse MAC dans la population des appareils. Finalement, nous présentons deux outils : le premier est un système de traçage expérimental développé pour effectuer des tests et sensibiliser le public aux problèmes de vie privée liés à de tels systèmes. Le second estime l'unicité d'un appareil en se basant sur le contenu des signaux qu'il émet, même si leur identifiant est modifié.

Overview

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.70675/1f117c62z6c31z46efzbadczff0b6e8afd15

Cites

1 of 1 references verified0 citation errors · 0 not checkable

Statistics

Verification

Claims the paper makes

The claims and statistics of this paper haven’t been checked yet.

Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.

A few free checks a day · papers already verified open instantly · results are public

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

The self-check needs the paper’s full text.

Citations

Cites

Show all 1 references

Research works printed but not linked: 135

  1. Matte Célestin, Achara Jagdish, Achara Prasad, Cunche Mathieu, Device-to-identity linking attack using targeted Wi-Fi geolocation spoofing, in: Proceedings of the 8th ACM Conference on Security & Privacy in Wireless and Mobile Networks (WiSec), p. 20, ACM, 2015 · DOI
  2. Vanhoef Mathy, Matte Célestin, Cunche Mathieu, Cardoso Leonardo, Piessens Frank, Why MAC Address Randomization is not Enough: An Analysis of Wi-Fi Network Discovery Mechanisms, in: AsiaCCS, 2016 · DOI
  3. Vanhoef Mathy, Matte Célestin, Cunche Mathieu, Cardoso Leonardo, Piessens Frank, Why MAC address randomization is not enough: An analysis of Wi-Fi network discovery mechanisms, in: Atelier sur la Protection de la Vie Privée, 2016 · DOI
  4. Vanhoef Mathy, Matte Célestin, Cunche Mathieu, Cardoso Leonardo, Piessens Frank, Why MAC address randomization is not enough: An analysis of Wi-Fi network discovery mechanisms, in: CITI Lab. PhD Day, 2016 · DOI
  5. Vanhoef Mathy, Matte Célestin, Cunche Mathieu, Cardoso Leonardo, Piessens Frank, Tracking 802.11 stations without relying on the link layer identifier, 2016, https://mentor.ieee.org/privecsg/dcn/16/privecsg-16-0003-00-0000-tracking-802-11-stations-without-relying-on-the-link-layer-identifier.pdf
  6. Matte Célestin, Cunche Mathieu, Rousseau Franck, Vanhoef Mathy, Defeating MAC address randomization through timing attacks, in: Proceedings of the 9th ACM Conference on Security & Privacy in Wireless and Mobile Networks (WiSec), p. 15-20, ACM, 2016 · DOI
  7. Matte Célestin, Cunche Mathieu, Demo: Panoptiphone: How unique is your Wi-Fi device?, in: Proceedings of the 9th ACM Conference on Security & Privacy in Wireless and Mobile Networks (WiSec), p. 209-211, ACM, 2016 · DOI
  8. Matte Célestin, Cunche Mathieu, Beam me up, Scotty: identifying the individual behind a MAC address using Wi-Fi geolocation spoofing, in: 1er Colloque sur la Confiance Numérique en Auvergne, 2014 · DOI
  9. Cunche Mathieu, Zuniga Juan Carlos, Vanhoef Mathy, Matte Célestin, Privacy issues in 802.11 networks, 2016, https://mentor.ieee.org/802.11/dcn/16/11-16-1492-00-0wng-privacy-issues-in-802-11-networks.pptx
  10. Melicher William, Sharif Mahmood, Tan Joshua, Bauer Lujo, Christodorescu Mihai, Leon Pedro Giovanni, (do not) track me sometimes: Users' contextual preferences for web tracking, in: Proceedings on Privacy Enhancing Technologies, vol. 2016, n° 2, p. 135-154, 2016 · DOI
  11. Pang Jeffrey, Greenstein Ben, Gummadi Ramakrishna, Seshan Srinivasan, Wetherall David, 802.11 user fingerprinting, in: MobiCom, 2007 · DOI
  12. Ester Martin, Kriegel Hans-Peter, Sander Jörg, Xu Xiaowei, A density-based algorithm for discovering clusters in large spatial databases with noise, in: Kdd, vol. 96, p. 226-231, 1996
  13. Förster David, Kargl Frank, Löhr Hans, A framework for evaluating pseudonym strategies in vehicular ad-hoc networks, in: Proceedings of the 8th ACM Conference on Security & Privacy in Wireless and Mobile Networks, p. 19, ACM, 2015 · DOI
  14. Gont F., A method for generating semantically opaque interface identifiers with ipv6 stateless address autoconfiguration (slaac), in: RFC 7217, IETF, 2014 · DOI
  15. Gao Ke, Corbett Cherita, Beyah Raheem, A passive approach to wireless device fingerprinting, in: Dependable Systems and Networks (DSN), 2010 IEEE/IFIP International Conference on, p. 383-392, IEEE, 2010 · DOI
  16. Corbett Cherita, Beyah Raheem, Copeland John, A passive approach to wireless nic identification, in: Communications, 2006. ICC'06. IEEE International Conference on, vol. 5, p. 2329-2334, IEEE, 2006 · DOI
  17. Fukuzaki Yuki, Mochizuki Masahiro, Murao Kazuya, Nishio Nobuhiko, A pedestrian flow analysis system using Wi-Fi packet sensors to a real environment, in: Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct Publication, p. 721-730, ACM, 2014 · DOI
  18. Toonstra J, Kinsner W, A radio transmitter fingerprinting system odo-1, in: Canadian Conference on, vol. 1, p. 60-63, 1996 · DOI
  19. Martin Jeremy, Mayberry Travis, Donahue Collin, Foppe Lucas, Brown Lamont, Riggins Chadwick, Rye Erik C, Brown Dane, A study of MAC address randomization in mobile devices and when it fails, 2017, arXiv:1703.02874 · DOI · Paper page
  20. Bratus Sergey, Cornelius Cory, Kotz David, Peebles Daniel, Active behavioral fingerprinting of wireless devices, in: Proceedings of the first ACM conference on Wireless network security, p. 56-61, ACM, 2008 · DOI
  21. Brennan Michael, Afroz Sadia, Greenstadt Rachel, Adversarial stylometry: Circumventing authorship recognition to preserve privacy and anonymity, in: ACM Transactions on Information and System Security (TISSEC), vol. 15, n° 3, p. 12, 2012 · DOI
  22. Huang Bunnie, Snowden Edward, Against the law: Countering lawful abuses of digital surveillance, 2016 · DOI
  23. Turow Joseph, King Jennifer, Hoofnagle Chris Jay, Bleakley Amy, Hennessy Michael, Americans reject tailored advertising and three activities that enable it, in: Departmental Papers (ASC), 2009 · DOI · Paper page
  24. Rainie Lee, Zickhur Kathryn, Americans' views on mobile etiquette, 2015, http://www.pewinternet.org/2015/08/26/chapter-1-always-on-connectivity/
  25. Sharad Kumar, Danezis George, An automated social graph de-anonymization technique, in: Proceedings of the 13th Workshop on Privacy in the Electronic Society, p. 47-58, ACM, 2014 · DOI
  26. Gopinath KN, Bhagwat Pravin, Gopinath K, An empirical analysis of heterogeneity in ieee 802.11 MAC protocol implementations and its implications, in: Proceedings of the 1st international workshop on wireless network testbeds, experimental evaluation & characterization, p. 80-87, ACM, 2006 · DOI
  27. Neumann Christoph, Heen Olivier, Onno Stéphane, An empirical study of passive 802.11 device fingerprinting, in: Distributed Computing Systems Workshops (ICDCSW), 2012 32nd International Conference on, p. 593-602, IEEE, 2012 · DOI
  28. Demir Levent, Cunche Mathieu, Lauradoux Cédric, Analysing the privacy policies of Wi-Fi trackers, in: Proc. of the 2014 workshop on physical analytics, 2014 · DOI
  29. Zeng Yunze, Pathak Parth H, Mohapatra Prasant, Analyzing shopper's behavior through wifi signals, in: Proceedings of the 2nd workshop on Workshop on Physical Analytics, p. 13-18, ACM, 2015 · DOI
  30. Dai Zovi Dino A., Macaulay Shane A., Attacking automatic wireless network selection, in: Information Assurance Workshop, 2005. IAW'05. Proceedings from the Sixth Annual IEEE SMC, p. 365-372, IEEE, 2005 · DOI
  31. Patel Chirag, Shah Dipti, Patel Atul, Automatic number plate recognition system (anpr): A survey, in: International Journal of Computer Applications, vol. 69, n° 9, 2013 · DOI
  32. Issoufaly Taher, Tournoux Pierre Ugo, Bleb: Bluetooth low energy botnet for large scale individual tracking, in: Next Generation Computing Applications (NextComp), 2017 1st International Conference on, p. 115-120, IEEE, 2017 · DOI
  33. Huang Jun, Albazrqaoe Wahhab, Xing Guoliang, Blueid: A practical system for bluetooth device identification, in: INFOCOM, 2014 Proceedings IEEE, p. 2849-2857, IEEE, 2014 · DOI
  34. Emara Karim, Woerndl Wolfgang, Schlichter Johann, CAPS: context-aware privacy scheme for vanet safety applications, in: Proceedings of the 8th ACM Conference on Security & Privacy in Wireless and Mobile Networks, p. 21, ACM, 2015 · DOI
  35. Aura Tuomas, Lindqvist Janne, Roe Michael, Mohammed Anish, Chattering laptops, in: International Symposium on Privacy Enhancing Technologies Symposium, p. 167-186, Springer, 2008 · DOI
  36. Breiman Leo, Friedman Jerome, Stone Charles J, Olshen Richard A, Classification and regression trees, CRC press, 1984
  37. Jamil Shuja, Khan Sohaib, Basalamah Anas, Lbath Ahmed, Classifying smartphone screen on/off state based on wifi probe patterns, in: Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct, p. 301-304, ACM, 2016 · DOI
  38. Martin Jeremy, Rhame Danny, Beverly Robert, McEachen John, Correlating gsm and 802.11 hardware identifiers, in: Military Communications Conference, MILCOM 2013-2013 IEEE, p. 1398-1403, IEEE, 2013 · DOI
  39. Martin Jeremy, Rye Erik, Beverly Robert, Decomposition of MAC address structure for granular device inference, in: Proceedings of the 32nd Annual Conference on Computer Security Applications, p. 78-88, ACM, 2016 · DOI
  40. Sheng Yong, Tan Keren, Chen Guanling, Kotz David, Campbell Andrew, Detecting 802.11 MAC layer spoofing using received signal strength, in: INFOCOM 2008. The 27th Conference on Computer Communications, IEEE. IEEE, 2008 · DOI
  41. Faria Daniel B, Cheriton David R., Detecting identity-based attacks in wireless networks using signalprints, in: Proceedings of the 5th ACM workshop on Wireless security, p. 43-52, ACM, 2006 · DOI
  42. Barbeau M, Hall J, Kranakis E, Detection of rogue devices in bluetooth networks using radio frequency fingerprinting, in: proceedings of the 3rd IASTED International Conference on Communications and Computer Networks, CCN, p. 4-6, 2006
  43. Xu Qiang, Zheng Rong, Saad Walid, Han Zhu, Device fingerprinting in wireless networks: Challenges and opportunities, in: IEEE Communications Surveys & Tutorials, vol. 18, n° 1, p. 94-104, 2016 · DOI
  44. Saponas T.Scott, Lester Jonathan, Hartung Carl, Agarwal Sameer, Kohno Tadayoshi, Devices that tell on you: Privacy trends in consumer ubiquitous computing, in: Useniz Security, vol. 3, p. 3, 2007
  45. Das Anupam, Borisov Nikita, Caesar Matthew, Do you hear what i hear?: Fingerprinting smart devices through embedded acoustic components, in: Proceedings of the 2014 ACM SIGSAC Conference on Computer and Communications Security, p. 441-452, ACM, 2014 · DOI
  46. Liao Jianxiong, Li Jianqing, Effectively changing pseudonyms for privacy protection in vanets, in: Pervasive Systems, Algorithms, and Networks (ISPAN), 2009 10th International Symposium on, p. 648-652, IEEE, 2009 · DOI
  47. Gruteser Marco, Grunwald Dirk, Enhancing location privacy in wireless LAN through disposable interface identifiers: A quantitative analysis, in: Mobile Networks and Applications, vol. 10, n° 3, p. 315-325, 2005 · DOI
  48. Huang Leping, Matsuura Kanta, Yamane Hiroshi, Sezaki Kaoru, Enhancing wireless location privacy using silent period, in: Wireless Communications and Networking Conference, 2005 IEEE, vol. 2, p. 1187-1192, IEEE, 2005 · DOI
  49. Schauer Lorenz, Werner Martin, Marcus Philipp, Estimating crowd densities and pedestrian flows using Wi-Fi and bluetooth, in: Proceedings of the 11th International Conference on Mobile and Ubiquitous Systems: Computing, Networking and Services, p. 171-177, ICST (Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering), 2014 · DOI · Paper page
  50. Labatut Vincent, Cherifi Hocine, Evaluation of performance measures for classifiers comparison, in: arXiv preprint arXiv:1112.4133, 2011 · arXiv
  51. Lu Li, Wang Runzhe, Ding Jing, Mao Wubin, Chen Wei, Zhu Hongzi, Fastid: An undeceived router for real-time identification of wifi terminals, in: IFIP Networking Conference (IFIP Networking), 2015, p. 1-9, IEEE, 2015 · DOI
  52. Cache Johnny, Fingerprinting 802.11 implementations via statistical analysis of the duration field, in: Uninformed. org, vol. 5, 2006
  53. Mirza Mariyan, Barford Paul, Zhu Xiaojin, Banerjee Suman, Blodgett Michael, Fingerprinting 802.11 rate adaption algorithms, in: INFOCOM, 2011 Proceedings IEEE, p. 1161-1169, 2011 · DOI
  54. Cristea Marius, Groza Bogdan, Fingerprinting smartphones remotely via icmp timestamps, in: IEEE Communications Letters, vol. 17, n° 6, p. 1081-1083, 2013 · DOI
  55. Vo-Huu Tien Dang, Vo-Huu Triet Dang, Noubir Guevara, Fingerprinting Wi-Fi devices using software defined radios, in: Proceedings of the 9th ACM Conference on Security & Privacy in Wireless and Mobile Networks, p. 3-14, ACM, 2016 · DOI
  56. Xin Tong, Guo Bin, Wang Zhu, Li Mingyang, Yu Zhiwen, Zhou Xingshe, Freesense: Indoor human identification with Wi-Fi signals, in: Global Communications Conference (GLOBECOM), 2016 IEEE, p. 1-7, IEEE, 2016 · DOI
  57. Li Yan, Zhu Ting, Gait-based Wi-Fi signatures for privacy-preserving, in: Proceedings of the 11th ACM on Asia Conference on Computer and Communications Security, p. 571-582, ACM, 2016 · DOI
  58. IEEE, Guidelines for use organizationally unique identifier (oui) and company id (cid), 2014, http://standards.ieee.org/develop/regauth/tut/eui.pdf
  59. Murdoch Steven J, Hot or not: Revealing hidden services by their clock skew, in: Proceedings of the 13th ACM conference on Computer and communications security, p. 27-36, ACM, 2006 · DOI
  60. Freudiger Julien, How talkative is your mobile device? An experimental study of Wi-Fi probe requests, in: WiSec, 2015 · DOI
  61. Eckersley Peter, How unique is your web browser?, in: Privacy Enhancing Technologies, 2010 · DOI
  62. Cunche Mathieu, Kaafar Mohamed Ali, Boreli Roksana, I know who you will meet this evening! linking wireless devices using Wi-Fi probe requests, in: World of Wireless, Mobile and Multimedia Networks (WoWMOM), 2012 IEEE International Symposium on a World of Wireless, Mobile and Multimedia Networks, p. 1-9, IEEE, 2012 · DOI
  63. Cunche Mathieu, I know your MAC address: Targeted tracking of individual using Wi-Fi, in: Journal of Computer Virology and Hacking Techniques, p. 1-9, 2013 · DOI
  64. Wang Bingchen, Omatu Sigeru, Abe Toshiro, Identification of the defective transmission devices using the wavelet transform, in: IEEE transactions on pattern analysis and machine intelligence, vol. 27, n° 6, p. 919-928, 2005 · DOI
  65. Desmond Loh Chin Choong, Yuan Cho Chia, Pheng Tan Chung, Lee Ri Seng, Identifying unique devices through wireless fingerprinting, in: Proceedings of the first ACM conference on Wireless network security, p. 46-55, ACM, 2008 · DOI
  66. Polak Adam.C, Dolatshahi Sepideh, Goeckel Dennis.L, Identifying wireless users via transmitter imperfections, in: IEEE Journal on Selected Areas in Communications, vol. 29, n° 7, p. 1469-1479, 2011 · DOI
  67. Nguyen Le, Kim Yu Seung, Tague Patrick, Zhang Joy, Identitylink: User-device linking through visual and rf-signal cues, in: ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp), 2014 · DOI
  68. Greenstein Ben, McCoy Damon, Pang Jeffrey, Kohno Tadayoshi, Seshan Srinivasan, Wetherall David, Improving wireless privacy with an identifier-free link layer protocol, in: Proceedings of the 6th international conference on Mobile systems, applications, and services, p. 40-53, ACM, 2008 · DOI
  69. Dardari Davide, Closas Pau, Djurić Petar M., Indoor tracking: Theory, methods, and technologies, in: IEEE Transactions on Vehicular Technology, vol. 64, n° 4, p. 1263-1278, 2015 · DOI
  70. Siby Sandra, Maiti Rajib Ranjan, Tippenhauer Nils, Iotscanner: Detecting and classifying privacy threats in iot neighborhoods, in: arXiv preprint arXiv:1701.05007, 2017 · DOI
  71. Kim Yu Seung, Tian Yuan, Nguyen Le T, Tague Patrick, LAPWIN: Location-aided probing for protecting user privacy in Wi-Fi networks, in: Communications and Network Security (CNS), 2014 IEEE Conference on, p. 427-435, IEEE, 2014 · DOI
  72. Zan Bin, Sun Zhanbo, Gruteser Macro, Ban Xuegang, Linking anonymous location traces through driving characteristics, in: Proceedings of the third ACM conference on Data and application security and privacy, p. 293-300, ACM, 2013 · DOI
  73. Cheng Yizong, Mean shift, mode seeking, and clustering, in: IEEE transactions on pattern analysis and machine intelligence, vol. 17, n° 8, p. 790-799, 1995 · DOI
  74. Di Luzio Adriano, Mei Alessandro, Stefa Julinda, Mind your probes: De-anonymization of large crowds through smartphone wifi probe requests, in: Computer Communications, IEEE INFOCOM 2016-The 35th Annual IEEE International Conference on, p. 1-9, IEEE, 2016 · DOI
  75. Freudiger Julien, Raya Maxim, Félegyházi Márk, Papadimitratos Panos, Hubaux Jean-Pierre, Mix-zones for location privacy in vehicular networks, in: ACM Workshop on Wireless Networking for Intelligent Transportation Systems (WiN-ITS), 2007
  76. O'Hanlon Piers, Borgaonkar Ravishankar, Hirschi Lucca, Mobile subscriber wifi privacy, in: arXiv preprint, 2017 · DOI
  77. Weppner Jens, Bischke Benjamin, Lukowicz Paul, Monitoring crowd condition in public spaces by tracking mobile consumer devices with wifi interface, in: Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct, p. 1363-1371, ACM, 2016 · DOI
  78. Jones Reginald Victor, Most secret war, Penguin UK, 2009
  79. Robyns Pieter, Bonné Bram, Quax Peter, Lamotte Wim, Noncooperative 802.11 MAC layer fingerprinting and tracking of mobile devices, in: Security and Communication Networks, 2017 · DOI
  80. Depatla Saandeep, Muralidharan Arjun, Mostofi Yasamin, Occupancy estimation using only wifi power measurements, in: IEEE Journal on Selected Areas in Communications, vol. 33, n° 7, p. 1381-1393, 2015 · DOI
  81. Jana Suman, Kasera Sneha Kumar, On fast and accurate detection of unauthorized wireless access points using clock skews, in: MobiCom, 2008 · DOI
  82. Danev Boris, Zanetti Davide, Capkun Srdjan, On physical-layer identification of wireless devices, in: ACM Computing Surveys (CSUR), vol. 45, n° 1, p. 6, 2012 · DOI
  83. Sapiezynski Piotr, Gatej Radu, Mislove Alan, Lehmann Sune, Opportunities and challenges in crowdsourced wardriving, in: Proceedings of the 2015 ACM Conference on Internet Measurement Conference, p. 267-273, ACM, 2015 · DOI
  84. Weppner Jens, Lukowicz Paul, Blanke Ulf, Tröster Gerhard, Participatory bluetooth scans serving as urban crowd probes, in: IEEE Sensors Journal, vol. 14, n° 12, p. 4196-4206, 2014 · DOI
  85. Redondi Alessandro.Enrico.Cesare, Sanvito Davide, Cesana Matteo, Passive classification of Wi-Fi enabled devices, in: Proceedings of the 19th ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems, p. 51-58, ACM, 2016 · DOI
  86. Corbett Cherita L., Beyah Raheem A., Copeland John A., Passive classification of wireless nics during active scanning, in: International Journal of Information Security, vol. 7, n° 5, p. 335-348, 2008 · DOI
  87. Corbett Cherita L., Beyah Raheem A., Copeland John A., Passive classification of wireless nics during rate switching, in: EURASIP Journal on Wireless Communications and Networking, vol. 2008, n° 1, p. 495070, 2007 · DOI
  88. Franklin Jason, McCoy Damon, Tabriz Parisa, Neagoe Vicentiu, Randwyk Jamie V, Sicker Douglas, Passive data link layer 802.11 wireless device driver fingerprinting, in: USENIX Security, 2006
  89. Gentry Denton, Pennarun Avery, Passive taxonomy of wifi clients using mlme frame contents, in: arXiv preprint arXiv:1608.01725, 2016 · arXiv
  90. Lim Roman, Zimmerling Marco, Thiele Lothar, Passive, privacy-preserving real-time counting of unmodified smartphones via zigbee interference, in: Distributed Computing in Sensor Systems (DCOSS), 2015 International Conference on, p. 115-126, IEEE, 2015 · DOI
  91. Kowitz Braden, Cranor Lorrie, Peripheral privacy notifications for wireless networks, in: Proceedings of the 2005 ACM workshop on Privacy in the electronic society, p. 90-96, ACM, 2005 · DOI
  92. Robyns Pieter, Bonné Bram, Quax Peter, Lamotte Wim, Poster: Assessing the impact of 802.11 vulnerabilities using wicability, in: Proceedings of the 9th ACM Conference on Security & Privacy in Wireless and Mobile Networks, p. 217-218, ACM, 2016 · DOI
  93. Jiang Tao, Wang Helen J, Hu Yih-Chun, Preserving location privacy in wireless lans, in: Proceedings of the 5th international conference on Mobile systems, applications and services, p. 246-257, ACM, 2007 · DOI
  94. Westin Alan.F, Privacy and freedom, in: Washington and Lee Law Review, vol. 25, n° 1, p. 166, 1968
  95. Skinner Katie, Novak Jason, Privacy and your app, in: Apple Worldwide Dev. Conf. (WWDC), 2015
  96. Langheinrich Marc, Privacy by design—principles of privacy-aware ubiquitous systems, in: International conference on Ubiquitous Computing, p. 273-291, Springer, 2001 · DOI
  97. Berendt Bettina, Günther Oliver, Spiekermann Sarah, Privacy in e-commerce: stated preferences vs. actual behavior, in: Communications of the ACM, vol. 48, n° 4, p. 101-106, 2005 · DOI
  98. Wiedersheim Björn, Ma Zhendong, Kargl Frank, Papadimitratos Panos, Privacy in inter-vehicular networks: Why simple pseudonym change is not enough, in: Wireless On-demand Network Systems and Services (WONS), p. 176-183, IEEE, 2010 · DOI
  99. Fawaz Kassem, Kim Kyu-Han, Shin Kang G, Privacy vs. reward in in-door location-based services, in: Proceedings on Privacy Enhancing Technologies, vol. 2016(4), p. 102-122, 2016 · DOI
  100. Wu David.J, Taly Ankur, Shankar Asim, Boneh Dan, Privacy, discovery, and authentication for the internet of things, in: European Symposium on Research in Computer Security, p. 301-319, Springer, 2016 · DOI
  101. Lindqvist Janne, Aura Tuomas, Danezis George, Koponen Teemu, Myllyniemi Annu, Mäki Jussi, Roe Michael, Privacy-preserving 802.11 access-point discovery, in: WiSec, 2009 · DOI
  102. Kamp Michael, Kopp Christine, Mock Michael, Boley Mario, May Michael, Privacy-preserving mobility monitoring using sketches of stationary sensor readings, in: Joint European Conference on Machine Learning and Knowledge Discovery in Databases, p. 370-386, Springer, 2013 · DOI
  103. Van Dijk Niels, Property, privacy and personhood in a world of ambient intelligence, in: Ethics and information technology, vol. 12, n° 1, p. 57-69, 2010 · DOI
  104. Hoh Baik, Gruteser Marco, Protecting location privacy through path confusion, in: Security and Privacy for Emerging Areas in Communications Networks, 2005. SecureComm 2005. First International Conference on, p. 194-205, IEEE, 2005
  105. Backes Michael, Bugiel Sven, Derr Erik, Gerling Sebastian, Hammer Christian, R-droid: Leveraging android app analysis with static slice optimization, in: Proceedings of the 11th ACM on Asia Conference on Computer and Communications Security, p. 129-140, ACM, 2016 · DOI
  106. Bahl Paramvir, Padmanabhan Venkata N, Radar: An in-building rf-based user location and tracking system, in: INFOCOM 2000. Nineteenth Annual Joint Conference of the IEEE Computer and Communications Societies. Proceedings, vol. 2, p. 775-784, IEEE, 2000 · DOI · Paper page
  107. Ho Tin Kam, Random decision forests, in: Document Analysis and Recognition, 1995., Proceedings of the Third International Conference on, vol. 1, p. 278-282, IEEE, 1995 · DOI
  108. Kohno Tadayoshi, Broido Andre, Claffy Kimberly C, Remote physical device fingerprinting, in: Dependable and Secure Computing, IEEE Transactions on, vol. 2, n° 2, p. 93-108, 2005 · DOI
  109. Postel Jon, Rfc 792: Internet control message protocol, vol. RFC 792, IETF, 1981 · DOI
  110. Patwari Neal, Kasera Sneha K, Robust location distinction using temporal link signatures, in: Proceedings of the 13th annual ACM international conference on Mobile computing and networking, p. 111-122, ACM, 2007 · DOI
  111. Chon Yohan, Kim Suyeon, Lee Seungwoo, Kim Dongwon, Kim Yungeun, Cha Ho-jung, Sensing wifi packets in the air: practicality and implications in urban mobility monitoring, in: Proceedings of the 2014 ACM International Joint Conference on Pervasive and Ubiquitous Computing, p. 189-200, ACM, 2014 · DOI
  112. Guo Fanglu, Chiueh Tzi-cker, Sequence number-based MAC address spoof detection, in: Recent Advances in Intrusion Detection, p. 309-329, Springer, 2006 · DOI
  113. Barbera Marco V, Epasto Alessandro, Mei Alessandro, Perta Vasile C, Stefa Julinda, Signals from the crowd: uncovering social relationships through smartphone probes, in: Proceedings of the 2013 conference on Internet measurement conference, p. 265-276, ACM, 2013 · DOI
  114. Spensky Chad, Stewart Jeffrey, Yerukhimovich Arkady, Shay Richard, Trachtenberg Ari, Housley Rick, Cunningham Robert K, Sok: Privacy on mobile devices-it's complicated, in: Proceedings on Privacy Enhancing Technologies, vol. 2016, n° 3, p. 96-116, 2016 · DOI
  115. MacQueen James, Some methods for classification and analysis of multivariate observations, in: Proceedings of the fifth Berkeley symposium on mathematical statistics and probability, vol. 1, p. 281-297, Oakland, CA, USA., 1967
  116. Kotsiantis Sotiris B, Zaharakis I, Pintelas P, Supervised machine learning: A review of classification techniques, 2007
  117. Jacobson Van, Braden Robert, Borman David, Tcp extensions for high performance, n° 1323, IETF, 1992 · DOI
  118. Obar Jonathan A, Oeldorf-Hirsch Anne, The biggest lie on the internet: Ignoring the privacy policies and terms of service policies of social networking services, in: The 44th Research Conference on Communication, Information and Internet Policy, 2016 · DOI
  119. Pang Ruoming, Allman Mark, Paxson Vern, Lee Jason, The devil and packet trace anonymization, in: ACM SIGCOMM Computer Communication Review, vol. 36, n° 1, p. 29-38, 2006 · DOI
  120. Warren Samuel D, Brandeis Louis D, The right to privacy, in: Harvard law review, p. 193-220, 1890 · DOI
  121. Bloessl B., Sommer C., Dressler F., Eckhoff D., The scrambler attack: A robust physical layer attack on location privacy in vehicular networks, in: ICNC, 2015 · DOI
  122. Waltari Otto, Kangasharju Jussi, The wireless shark: Identifying wifi devices based on probe fingerprints, in: Proceedings of the First Workshop on Mobile Data, p. 1-6, ACM, 2016 · DOI
  123. Halperin Daniel, Hu Wenjun, Sheth Anmol, Wetherall David, Tool release: Gathering 802.11 n traces with channel state information, in: ACM SIGCOMM Computer Communication Review, vol. 41, n° 1, p. 53-53, 2011 · DOI
  124. Fuchs Christian, Towards an alternative concept of privacy, in: Journal of Information, Communication and Ethics in Society, vol. 9, n° 4, p. 220-237, 2011 · DOI
  125. Jain Sakshi, Javed Mobin, Paxson Vern, Towards mining latent client identifiers from network traffic, in: Proceedings on Privacy Enhancing Technologies, vol. 2016, n° 2, p. 100-114, 2016 · DOI
  126. Musa ABM, Eriksson Jakob, Tracking unmodified smartphones using Wi-Fi monitors, in: Proceedings of the 10th ACM conference on embedded network sensor systems, p. 281-294, ACM, 2012 · DOI
  127. De Montjoye Yves-Alexandre, Hidalgo César A, Verleysen Michel, Blondel Vincent D, Unique in the crowd: The privacy bounds of human mobility, in: Scientific reports, vol. 3, p. 1376, 2013 · DOI · Paper page
  128. Kontokosta Constantine E, Johnson Nicholas, Urban phenology: Toward a real-time census of the city using Wi-Fi data, in: Computers, Environment and Urban Systems, vol. 64, p. 144-153, 2017 · DOI
  129. Genuer Robin, Poggi Jean-Michel, Tuleau-Malot Christine, Variable selection using random forests, in: Pattern Recognition Letters, vol. 31, n° 14, p. 2225-2236, 2010 · DOI · Paper page
  130. Kersta Lawrence George, Voiceprint identification, in: Nature, vol. 196, n° 4861, p. 1253-1257, 1962 · DOI
  131. Bernardos Carlos, Zúñiga Juan Carlos, O'Hanlon Piers, Wi-Fi internet connectivity and privacy: hiding your tracks on the wireless internet, in: IEEE CSCN, 2015 · DOI
  132. Brik Vladimir, Banerjee Suman, Gruteser Marco, Oh Sangho, Wireless device identification with radiometric signatures, in: MobiCom, 2008 · DOI
  133. IEEE 802.11 Working Group and others, Wireless LAN Medium Access Control (MAC) and Physical Layer (PHY) Specifications, IEEE Std 802.11-2012, 2012
  134. Wang Winkey, Wireless networking in Windows 10, in: Windows Hardware Engineering Community conference (WinHEC), 2015
  135. Ureten Oktay, Serinken Nur, Wireless security through rf fingerprinting, in: Canadian Journal of Electrical and Computer Engineering, vol. 32, n° 1, p. 27-33, 2007 · DOI

Cited by

Sorted by citations

See all 1

Metadata

Authors
Matte, C.
Affiliations
Lyon
Published
2026
Cited by
0
References
1

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

Are you an author, or do you see a problem with this page? Request a review

How to cite

Cite CoChat for the checks on this page, and the paper for its own findings.

This page
CoChat. (2026). Citation check: Wi-Fi tracking : Fingerprinting attacks and counter-measures. https://app.cochat.ai/papers/10.70675/1f117c62z6c31z46efzbadczff0b6e8afd15
The paper
Matte, C. (2026). Wi-Fi tracking : Fingerprinting attacks and counter-measures. https://doi.org/10.70675/1f117c62z6c31z46efzbadczff0b6e8afd15