Skip to main content
Top

2024 | OriginalPaper | Chapter

From Digital Tracks to Digital Twins: On the Path to Cross-Platform Profile Linking

Authors : Sergej Schultenkämper, Frederik S. Bäumer, Benjamin Bellgrau, Yeong Su Lee, Michaela Geierhos

Published in: Enterprise Design, Operations, and Computing. EDOC 2023 Workshops

Publisher: Springer Nature Switzerland

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

In recent years, many studies have focused on correlating the profiles of real users across different social media. On the one hand, this provides a better overview of the user’s social behavior; on the other hand, it can be used to warn of possible abuse through identity theft or cyberbullying. We try to make the threat on the Web predictable for the individual user by creating digital twins. To do this, it is important to use different data sources and to merge overlapping data across platforms. In this paper, we show that YouTube is a suitable entry point into the online social network for making connections between platforms, tracking user activity across platforms, and finally merging the collected profile information into an overall picture, the digital twin.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
4.
go back to reference Bäumer, F.S., Grote, N., Kersting, J., Geierhos, M.: Privacy matters: detecting nocuous patient data exposure in online physician reviews. In: Damasevicius, R., Mikasyte, V. (eds.) Information and Software Technologies. ICIST 2017. CCIS, vol. 756, pp. 77–89. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-67642-5_7 Bäumer, F.S., Grote, N., Kersting, J., Geierhos, M.: Privacy matters: detecting nocuous patient data exposure in online physician reviews. In: Damasevicius, R., Mikasyte, V. (eds.) Information and Software Technologies. ICIST 2017. CCIS, vol. 756, pp. 77–89. Springer, Cham (2017). https://​doi.​org/​10.​1007/​978-3-319-67642-5_​7
5.
go back to reference Bäumer, F.S., Kersting, J., Orlikowski, M., Geierhos, M.: Towards a multi-stage approach to detect privacy breaches in physician reviews. In: SEMANTICS Posters & Demos (2018) Bäumer, F.S., Kersting, J., Orlikowski, M., Geierhos, M.: Towards a multi-stage approach to detect privacy breaches in physician reviews. In: SEMANTICS Posters & Demos (2018)
7.
go back to reference Bäumer, F.S., Denisov, S., Su Lee, Y., Geierhos, M.: Towards authority-dependent risk identification and analysis in online networks. In: Halimi, A., Ayday, E. (eds.) Proceedings of the IST-190 Research Symposium (RSY) on AI, ML and BD for Hybrid Military Operations (AI4HMO) (2021) Bäumer, F.S., Denisov, S., Su Lee, Y., Geierhos, M.: Towards authority-dependent risk identification and analysis in online networks. In: Halimi, A., Ayday, E. (eds.) Proceedings of the IST-190 Research Symposium (RSY) on AI, ML and BD for Hybrid Military Operations (AI4HMO) (2021)
10.
go back to reference Denisov, S., Bäumer, F.S.: The only link you will ever need: how social media reference landing pages speed up profile matching. In: Lopata, A., Gudoniene, D., Butkiene, R. (eds.) Information and Software Technologies. ICIST 2022. CCIS, vol. 1665, pp. 136–147. Springer, Cham (2022). https://doi.org/10.1007/978-3-031-16302-9-10 Denisov, S., Bäumer, F.S.: The only link you will ever need: how social media reference landing pages speed up profile matching. In: Lopata, A., Gudoniene, D., Butkiene, R. (eds.) Information and Software Technologies. ICIST 2022. CCIS, vol. 1665, pp. 136–147. Springer, Cham (2022). https://​doi.​org/​10.​1007/​978-3-031-16302-9-10
13.
go back to reference Gan, D., Jenkins, L.R.: Social networking privacy-Who’s stalking you? Future Internet 7(1), 67–93 (2015)CrossRef Gan, D., Jenkins, L.R.: Social networking privacy-Who’s stalking you? Future Internet 7(1), 67–93 (2015)CrossRef
14.
go back to reference Goga, O., Lei, H., Parthasarathi, S.H.K., Friedland, G., Sommer, R., Teixeira, R.: Exploiting innocuous activity for correlating users across sites. In: Proceedings of the 22nd International Conference on World Wide Web, pp. 447–458. WWW ’13, Association for Computing Machinery, New York, NY, USA (2013). https://doi.org/10.1145/2488388.2488428 Goga, O., Lei, H., Parthasarathi, S.H.K., Friedland, G., Sommer, R., Teixeira, R.: Exploiting innocuous activity for correlating users across sites. In: Proceedings of the 22nd International Conference on World Wide Web, pp. 447–458. WWW ’13, Association for Computing Machinery, New York, NY, USA (2013). https://​doi.​org/​10.​1145/​2488388.​2488428
15.
go back to reference Halimi, A., Ayday, E.: Efficient quantification of profile matching risk in social networks using belief propagation. In: Chen, L., Li, N., Liang, K., Schneider, S. (eds.) Computer Security – ESORICS 2020. ESORICS 2020. LNCS, vol. 12308, pp. 110–130. Springer, Cham (2020). https://doi.org/10.1007/978-3-030-58951-6_6 Halimi, A., Ayday, E.: Efficient quantification of profile matching risk in social networks using belief propagation. In: Chen, L., Li, N., Liang, K., Schneider, S. (eds.) Computer Security – ESORICS 2020. ESORICS 2020. LNCS, vol. 12308, pp. 110–130. Springer, Cham (2020). https://​doi.​org/​10.​1007/​978-3-030-58951-6_​6
16.
go back to reference Huber, M., Kowalski, S., Nohlberg, M., Tjoa, S.: Towards automating social engineering using social networking sites. In: 2009 International Conference on Computational Science and Engineering, vol. 3, pp. 117–124. IEEE (2009) Huber, M., Kowalski, S., Nohlberg, M., Tjoa, S.: Towards automating social engineering using social networking sites. In: 2009 International Conference on Computational Science and Engineering, vol. 3, pp. 117–124. IEEE (2009)
18.
go back to reference Labuschagne, A., Eloff, M., Veerasamy, N.: The dark side of web 2.0. In: Hercheui, M.D., Whitehouse, D., McIver, W., Phahlamohlaka, J. (eds.) ICT Critical Infrastructures and Society. HCC 2012. IFIPAICT, LNCS, vol. 386, pp. 237–249. Springer, Berlin, Heidelberg (2012). https://doi.org/10.1007/978-3-642-33332-3_22 Labuschagne, A., Eloff, M., Veerasamy, N.: The dark side of web 2.0. In: Hercheui, M.D., Whitehouse, D., McIver, W., Phahlamohlaka, J. (eds.) ICT Critical Infrastructures and Society. HCC 2012. IFIPAICT, LNCS, vol. 386, pp. 237–249. Springer, Berlin, Heidelberg (2012). https://​doi.​org/​10.​1007/​978-3-642-33332-3_​22
19.
go back to reference Li, Y., Ji, W., Gao, X., Deng, Y., Dong, W., Li, D.: Matching user accounts with spatio-temporal awareness across social networks. Inf. Sci. 570 (2021) Li, Y., Ji, W., Gao, X., Deng, Y., Dong, W., Li, D.: Matching user accounts with spatio-temporal awareness across social networks. Inf. Sci. 570 (2021)
21.
go back to reference Mbarek, A., Jamoussi, S., BenHamadou, A.: Tuser3: a profile matching based algorithm across three heterogeneous social networks. In: Yang, X., Wang, C.D., Islam, M.S., Zhang, Z. (eds.) Advanced Data Mining and Applications. ADMA 2020. LNCS, vol.12447, pp. 191–206. Springer, Cham (2020). https://doi.org/10.1007/978-3-030-65390-3_16 Mbarek, A., Jamoussi, S., BenHamadou, A.: Tuser3: a profile matching based algorithm across three heterogeneous social networks. In: Yang, X., Wang, C.D., Islam, M.S., Zhang, Z. (eds.) Advanced Data Mining and Applications. ADMA 2020. LNCS, vol.12447, pp. 191–206. Springer, Cham (2020). https://​doi.​org/​10.​1007/​978-3-030-65390-3_​16
22.
go back to reference Müngen, A.A., Gündoğan, E., Kaya, M.: Identifying multiple social network accounts belonging to the same users. Soc. Netw. Anal. Min. 11(1), 29 (2021)CrossRef Müngen, A.A., Gündoğan, E., Kaya, M.: Identifying multiple social network accounts belonging to the same users. Soc. Netw. Anal. Min. 11(1), 29 (2021)CrossRef
23.
go back to reference Ryan, T., Mauch, G.: Getting in bed with Robin Sage. In: Black Hat Conference, pp. 1–8 (2010) Ryan, T., Mauch, G.: Getting in bed with Robin Sage. In: Black Hat Conference, pp. 1–8 (2010)
24.
go back to reference Seymour, J., Tully, P.: Weaponizing data science for social engineering: automated E2E spear phishing on Twitter. Black Hat USA 37, 1–39 (2016) Seymour, J., Tully, P.: Weaponizing data science for social engineering: automated E2E spear phishing on Twitter. Black Hat USA 37, 1–39 (2016)
26.
go back to reference Soltani, R., Abhari, A.: Identity matching in social media platforms. In: SPECTS, pp. 64–70. IEEE (2013) Soltani, R., Abhari, A.: Identity matching in social media platforms. In: SPECTS, pp. 64–70. IEEE (2013)
27.
go back to reference Wang, L., Hu, K., Zhang, Y., Cao, S.: Factor graph model based user profile matching across social networks. IEEE Access 7, 152429–152442 (2019)CrossRef Wang, L., Hu, K., Zhang, Y., Cao, S.: Factor graph model based user profile matching across social networks. IEEE Access 7, 152429–152442 (2019)CrossRef
28.
go back to reference Xing, L., Deng, K., Wu, H., Xie, P., Gao, J.: Behavioral habits-based user identification across social networks. Symmetry 11, 1134 (2019) Xing, L., Deng, K., Wu, H., Xie, P., Gao, J.: Behavioral habits-based user identification across social networks. Symmetry 11, 1134 (2019)
29.
go back to reference Xing, L., Deng, K., Wu, H., Xie, P., Zhang, M., Wu, Q.: Exploiting two-level information entropy across social networks for user identification. Wirel. Commun. Mob. Comput. 2021, 1–15 (2021) Xing, L., Deng, K., Wu, H., Xie, P., Zhang, M., Wu, Q.: Exploiting two-level information entropy across social networks for user identification. Wirel. Commun. Mob. Comput. 2021, 1–15 (2021)
Metadata
Title
From Digital Tracks to Digital Twins: On the Path to Cross-Platform Profile Linking
Authors
Sergej Schultenkämper
Frederik S. Bäumer
Benjamin Bellgrau
Yeong Su Lee
Michaela Geierhos
Copyright Year
2024
DOI
https://doi.org/10.1007/978-3-031-54712-6_10

Premium Partner