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2023 | OriginalPaper | Buchkapitel

Influence-Based Community Deception

verfasst von : Saif Aldeen Madi, Giuseppe Pirrò

Erschienen in: Complex Networks and Their Applications XI

Verlag: Springer International Publishing

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Abstract

This paper studies the novel problem of influence-based community deception. Tackling this problem amounts to devising tools to protect the users of a community from being discovered by community detection algorithms. The novel setting considers networks that have both edge directions and models the influence of nodes as edge weights. We present a deception strategy based on modularity. We conducted an experimental evaluation that shows the feasibility of our proposal.

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Literatur
1.
Zurück zum Zitat Bedi, P., Sharma, C.: Community detection in social networks. Wiley Interdisc. Rev. Data Min. Knowl. Disc. 6(3), 115–135 (2016)CrossRef Bedi, P., Sharma, C.: Community detection in social networks. Wiley Interdisc. Rev. Data Min. Knowl. Disc. 6(3), 115–135 (2016)CrossRef
2.
Zurück zum Zitat Chakraborty, T., Srinivasan, S., Ganguly, N., Mukherjee, A., Bhowmick, S.: On the permanence of vertices in network communities. In: Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD’14, pp. 1396–1405. Association for Computing Machinery, New York, NY, USA (2014) Chakraborty, T., Srinivasan, S., Ganguly, N., Mukherjee, A., Bhowmick, S.: On the permanence of vertices in network communities. In: Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD’14, pp. 1396–1405. Association for Computing Machinery, New York, NY, USA (2014)
3.
Zurück zum Zitat Chakraborty, T., Srinivasan, S., Ganguly, N., Mukherjee, A., Bhowmick, S.: Permanence and community structure in complex networks. ACM TKDD 11(2), 1–34 (2016) Chakraborty, T., Srinivasan, S., Ganguly, N., Mukherjee, A., Bhowmick, S.: Permanence and community structure in complex networks. ACM TKDD 11(2), 1–34 (2016)
4.
Zurück zum Zitat Chen, J., Chen, L., Chen, Y., Zhao, M., Yu, S., Xuan, Q., Yang, X.: Ga-based q-attack on community detection. IEEE Trans. Comput. Soc. Syst. 6(3), 491–503 (2019)CrossRef Chen, J., Chen, L., Chen, Y., Zhao, M., Yu, S., Xuan, Q., Yang, X.: Ga-based q-attack on community detection. IEEE Trans. Comput. Soc. Syst. 6(3), 491–503 (2019)CrossRef
5.
Zurück zum Zitat Danon, L., Diaz-Guilera, A., Duch, J., Arenas, A.: Comparing community structure identification. J. Stat. Mech. Theor. Exper. 9 (2005) Danon, L., Diaz-Guilera, A., Duch, J., Arenas, A.: Comparing community structure identification. J. Stat. Mech. Theor. Exper. 9 (2005)
6.
Zurück zum Zitat Fionda, V., Pirrò, G.: Community deception or: how to stop fearing community detection algorithms. IEEE Trans. Knowl. Data Eng. 30(4), 660–673 (2018)CrossRef Fionda, V., Pirrò, G.: Community deception or: how to stop fearing community detection algorithms. IEEE Trans. Knowl. Data Eng. 30(4), 660–673 (2018)CrossRef
7.
Zurück zum Zitat Fortunato, S.: Community detection in graphs. Phys. Rep. 486(3), 75–174 (2010)CrossRef Fortunato, S.: Community detection in graphs. Phys. Rep. 486(3), 75–174 (2010)CrossRef
8.
Zurück zum Zitat Ghosh, R., Lerman, K.: Community detection using a measure of global influence. In: Proceedings of the Second International Conference on Advances in Social Network Mining and Analysis, SNAKDD’08, pp. 20–35. Springer-Verlag, Berlin, Heidelberg (2008) Ghosh, R., Lerman, K.: Community detection using a measure of global influence. In: Proceedings of the Second International Conference on Advances in Social Network Mining and Analysis, SNAKDD’08, pp. 20–35. Springer-Verlag, Berlin, Heidelberg (2008)
9.
Zurück zum Zitat Kumar, S., Spezzano, F., Subrahmanian, V., Faloutsos, C.: Edge weight prediction in weighted signed networks. In: 2016 IEEE 16th International Conference on Data Mining (ICDM), pp. 221–230. IEEE (2016) Kumar, S., Spezzano, F., Subrahmanian, V., Faloutsos, C.: Edge weight prediction in weighted signed networks. In: 2016 IEEE 16th International Conference on Data Mining (ICDM), pp. 221–230. IEEE (2016)
10.
Zurück zum Zitat Leicht, E.A., Newman, M.E.: Community structure in directed networks. Phys. Rev. Lett. 100(11), 118703 (2008)CrossRef Leicht, E.A., Newman, M.E.: Community structure in directed networks. Phys. Rev. Lett. 100(11), 118703 (2008)CrossRef
11.
Zurück zum Zitat Lu, Z., Zhu, Y., Li, W., Wu, W., Cheng, X.: Influence-based community partition for social networks. Comput. Soc. Netw. 1(1), 1 (2014)CrossRef Lu, Z., Zhu, Y., Li, W., Wu, W., Cheng, X.: Influence-based community partition for social networks. Comput. Soc. Netw. 1(1), 1 (2014)CrossRef
12.
Zurück zum Zitat Ma, T., Liu, Q., Cao, J., Tian, Y., Al-Dhelaan, A., Al-Rodhaan, M.: LGIEM: global and local node influence based community detection. Future Gener. Comput. Syst. 105, 533–546 (2020)CrossRef Ma, T., Liu, Q., Cao, J., Tian, Y., Al-Dhelaan, A., Al-Rodhaan, M.: LGIEM: global and local node influence based community detection. Future Gener. Comput. Syst. 105, 533–546 (2020)CrossRef
13.
Zurück zum Zitat Mittal, S., Sengupta, D., Chakraborty, T.: Hide and seek: outwitting community detection algorithms. IEEE Trans. Comput. Soc. Syst. (2021) Mittal, S., Sengupta, D., Chakraborty, T.: Hide and seek: outwitting community detection algorithms. IEEE Trans. Comput. Soc. Syst. (2021)
14.
Zurück zum Zitat Nagaraja, S.: The Impact of Unlinkability on adversarial community detection: effects and countermeasures. In: PETS, pp. 253–272 (2010) Nagaraja, S.: The Impact of Unlinkability on adversarial community detection: effects and countermeasures. In: PETS, pp. 253–272 (2010)
15.
Zurück zum Zitat Newman, M.E.: Modularity and community structure in networks. PNAS 103(23), 8577–8582 (2006)CrossRef Newman, M.E.: Modularity and community structure in networks. PNAS 103(23), 8577–8582 (2006)CrossRef
16.
Zurück zum Zitat Newman, M.E.J.: Fast algorithm for detecting community structure in networks. Phys. Rev. E 69, 066133 (2004)CrossRef Newman, M.E.J.: Fast algorithm for detecting community structure in networks. Phys. Rev. E 69, 066133 (2004)CrossRef
17.
Zurück zum Zitat Rezaeimehr, F., Moradi, P., Ahmadian, S., Qader, N.N., Jalili, M.: TCARS: time- and community-aware recommendation system. Future Gener. Comput. Syst. 78, 419–429 (2018)CrossRef Rezaeimehr, F., Moradi, P., Ahmadian, S., Qader, N.N., Jalili, M.: TCARS: time- and community-aware recommendation system. Future Gener. Comput. Syst. 78, 419–429 (2018)CrossRef
18.
Zurück zum Zitat Rozemberczki, B., Davies, R., Sarkar, R., Sutton, C.: GEMSEC: graph embedding with self clustering. In: Proceedings of the 2019 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, pp. 65–72 (2019) Rozemberczki, B., Davies, R., Sarkar, R., Sutton, C.: GEMSEC: graph embedding with self clustering. In: Proceedings of the 2019 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining, pp. 65–72 (2019)
19.
Zurück zum Zitat Sarma, D., Alam, W., Saha, I., Alam, M.N., Alam, M.J., Hossain, S.: Bank fraud detection using community detection algorithm. In: 2020 Second International Conference on Inventive Research in Computing Applications (ICIRCA), pp. 642–646 (2020) Sarma, D., Alam, W., Saha, I., Alam, M.N., Alam, M.J., Hossain, S.: Bank fraud detection using community detection algorithm. In: 2020 Second International Conference on Inventive Research in Computing Applications (ICIRCA), pp. 642–646 (2020)
20.
Zurück zum Zitat Traag, V.A., Aldecoa, R., Delvenne, J.-C.: Detecting communities using asymptotical surprise. Phys. Rev. E 92(2), 022816 (2015)CrossRef Traag, V.A., Aldecoa, R., Delvenne, J.-C.: Detecting communities using asymptotical surprise. Phys. Rev. E 92(2), 022816 (2015)CrossRef
21.
Zurück zum Zitat Traag, V.A., Waltman, L., Van Eck, N.J.: From Louvain to Leiden: guaranteeing well-connected communities. Sci. Rep. 9(1), 1–12 (2019)CrossRef Traag, V.A., Waltman, L., Van Eck, N.J.: From Louvain to Leiden: guaranteeing well-connected communities. Sci. Rep. 9(1), 1–12 (2019)CrossRef
22.
Zurück zum Zitat Wang, W., Street, W.N.: A novel algorithm for community detection and influence ranking in social networks. In: 2014 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2014), pp. 555–560 (2014) Wang, W., Street, W.N.: A novel algorithm for community detection and influence ranking in social networks. In: 2014 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2014), pp. 555–560 (2014)
23.
Zurück zum Zitat Waniek, M., Michalak, T.P., Wooldridge, M.J., Rahwan, T.: Hiding individuals and communities in a social network. Nat. Human Behaviour 2(2), 139–147 (2018)CrossRef Waniek, M., Michalak, T.P., Wooldridge, M.J., Rahwan, T.: Hiding individuals and communities in a social network. Nat. Human Behaviour 2(2), 139–147 (2018)CrossRef
Metadaten
Titel
Influence-Based Community Deception
verfasst von
Saif Aldeen Madi
Giuseppe Pirrò
Copyright-Jahr
2023
DOI
https://doi.org/10.1007/978-3-031-21131-7_14

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