메뉴 건너뛰기




Volumn 19, Issue 1, 2017, Pages 465-481

Identifying Propagation Sources in Networks: State-of-the-Art and Comparative Studies

Author keywords

centrality measures; Complex network; propagation; source identification

Indexed keywords

SOCIAL NETWORKING (ONLINE); TOPOLOGY; WAVE PROPAGATION;

EID: 85014119108     PISSN: None     EISSN: 1553877X     Source Type: Journal    
DOI: 10.1109/COMST.2016.2615098     Document Type: Article
Times cited : (186)

References (82)
  • 1
    • 84863745739 scopus 로고    scopus 로고
    • Why rumors spread so quickly in social networks
    • Jun.
    • B. Doerr, M. Fouz, and T. Friedrich, "Why rumors spread so quickly in social networks," Commun. ACM, vol. 55, no. 6, pp. 70-75, Jun. 2012.
    • (2012) Commun. ACM , vol.55 , Issue.6 , pp. 70-75
    • Doerr, B.1    Fouz, M.2    Friedrich, T.3
  • 2
    • 84901195399 scopus 로고    scopus 로고
    • Modeling the propagation of worms in networks: A survey
    • 2nd Quart.
    • Y. Wang, S. Wen, Y. Xiang, and W. Zhou, "Modeling the propagation of worms in networks: A survey," IEEE Commun. Surveys Tuts., vol. 16, no. 2, pp. 942-960, 2nd Quart., 2013.
    • (2013) IEEE Commun. Surveys Tuts. , vol.16 , Issue.2 , pp. 942-960
    • Wang, Y.1    Wen, S.2    Xiang, Y.3    Zhou, W.4
  • 3
    • 84873743210 scopus 로고    scopus 로고
    • A survey on smart grid communication infrastructures: Motivations, requirements and challenges
    • 1st Quart.
    • Y. Yan, Y. Qian, H. Sharif, and D. Tipper, "A survey on smart grid communication infrastructures: Motivations, requirements and challenges," IEEE Commun. Surveys Tuts., vol. 15, no. 1, pp. 5-20, 1st Quart., 2013.
    • (2013) IEEE Commun. Surveys Tuts. , vol.15 , Issue.1 , pp. 5-20
    • Yan, Y.1    Qian, Y.2    Sharif, H.3    Tipper, D.4
  • 9
    • 84901393183 scopus 로고    scopus 로고
    • Detecting multiple information sources in networks under the SIR model
    • Princeton, NJ, USA
    • Z. Chen, K. Zhu, and L. Ying, "Detecting multiple information sources in networks under the SIR model," in Proc. 48th Annu. Conf. Inf. Sci. Syst. (CISS), Princeton, NJ, USA, 2014, pp. 1-4.
    • (2014) Proc. 48th Annu. Conf. Inf. Sci. Syst. (CISS) , pp. 1-4
    • Chen, Z.1    Zhu, K.2    Ying, L.3
  • 10
    • 84864659856 scopus 로고    scopus 로고
    • Rumor centrality: A universal source detector
    • Jun.
    • D. Shah and T. Zaman, "Rumor centrality: A universal source detector," SIGMETRICS Perform. Eval. Rev., vol. 40, no. 1, pp. 199-210, Jun. 2012.
    • (2012) SIGMETRICS Perform. Eval. Rev. , vol.40 , Issue.1 , pp. 199-210
    • Shah, D.1    Zaman, T.2
  • 12
    • 84877888089 scopus 로고    scopus 로고
    • Identifying infection sources and regions in large networks
    • Jun.
    • W. Luo, W. P. Tay, and M. Leng, "Identifying infection sources and regions in large networks," IEEE Trans. Signal Process., vol. 61, no. 11, pp. 2850-2865, Jun. 2013.
    • (2013) IEEE Trans. Signal Process. , vol.61 , Issue.11 , pp. 2850-2865
    • Luo, W.1    Tay, W.P.2    Leng, M.3
  • 13
    • 84874339922 scopus 로고    scopus 로고
    • Sources of misinformation in online social networks: Who to suspect?
    • Orlando, FL, USA
    • D. T. Nguyen, N. P. Nguyen, and M. T. Thai, "Sources of misinformation in online social networks: Who to suspect?" in Proc. IEEE Milit. Commun. Conf. (MILCOM), Orlando, FL, USA, 2012, pp. 1-6.
    • (2012) Proc. IEEE Milit. Commun. Conf. (MILCOM) , pp. 1-6
    • Nguyen, D.T.1    Nguyen, N.P.2    Thai, M.T.3
  • 14
    • 84911432372 scopus 로고    scopus 로고
    • Information source detection in the sir model: A sample-path-based approach
    • Feb.
    • K. Zhu and L. Ying, "Information source detection in the sir model: A sample-path-based approach," IEEE/ACM Trans. Netw., vol. 24, no. 1, pp. 408-421, Feb. 2016.
    • (2016) IEEE/ACM Trans. Netw. , vol.24 , Issue.1 , pp. 408-421
    • Zhu, K.1    Ying, L.2
  • 15
    • 84904661062 scopus 로고    scopus 로고
    • How to identify an infection source with limited observations
    • Aug.
    • W. Luo, W. P. Tay, and M. Leng, "How to identify an infection source with limited observations," IEEE J. Sel. Topics Signal Process., vol. 8, no. 4, pp. 586-597, Aug. 2014.
    • (2014) IEEE J. Sel. Topics Signal Process. , vol.8 , Issue.4 , pp. 586-597
    • Luo, W.1    Tay, W.P.2    Leng, M.3
  • 17
    • 84914163557 scopus 로고    scopus 로고
    • Predicting the sources of an outbreak with a spectral technique
    • V. Fioriti, M. Chinnici, and J. Palomo, "Predicting the sources of an outbreak with a spectral technique," Appl. Math. Sci., vol. 8, no. 135, pp. 6775-6782, 2014.
    • (2014) Appl. Math. Sci. , vol.8 , Issue.135 , pp. 6775-6782
    • Fioriti, V.1    Chinnici, M.2    Palomo, J.3
  • 20
    • 84888996841 scopus 로고    scopus 로고
    • A fast Monte Carlo algorithm for source localization on graphs
    • San Diego, CA, USA
    • A. Agaskar and Y. M. Lu, "A fast Monte Carlo algorithm for source localization on graphs," in Proc. SPIE Opt. Eng. Appl., San Diego, CA, USA, 2013, Art. no. 88581N.
    • (2013) Proc. SPIE Opt. Eng. Appl.
    • Agaskar, A.1    Lu, Y.M.2
  • 21
    • 84864870003 scopus 로고    scopus 로고
    • Locating the source of diffusion in large-scale networks
    • Aug.
    • P. C. Pinto, P. Thiran, and M. Vetterli, "Locating the source of diffusion in large-scale networks," Phys. Rev. Lett., vol. 109, no. 6, Aug. 2012, Art. no. 068702.
    • (2012) Phys. Rev. Lett. , vol.109 , Issue.6
    • Pinto, P.C.1    Thiran, P.2    Vetterli, M.3
  • 23
    • 84946067589 scopus 로고    scopus 로고
    • A robust information source estimator with sparse observations
    • K. Zhu and L. Ying, "A robust information source estimator with sparse observations," Comput. Soc. Netw., vol. 1, no. 1, p. 1, 2014.
    • (2014) Comput. Soc. Netw. , vol.1 , Issue.1 , pp. 1
    • Zhu, K.1    Ying, L.2
  • 24
    • 78649316131 scopus 로고    scopus 로고
    • Modeling and analyzing of botnet interactions
    • L.-P. Song, Z. Jin, and G.-Q. Sun, "Modeling and analyzing of botnet interactions," Phys. A Stat. Mech. Appl., vol. 390, no. 2, pp. 347-358, 2011.
    • (2011) Phys. A Stat. Mech. Appl. , vol.390 , Issue.2 , pp. 347-358
    • Song, L.-P.1    Jin, Z.2    Sun, G.-Q.3
  • 25
    • 34547593039 scopus 로고    scopus 로고
    • Research of a potential worm propagation model based on pure P2P principle
    • Guilin, China
    • Y. Yao, X. Luo, F. Gao, and S. Ai, "Research of a potential worm propagation model based on pure P2P principle," in Proc. Int. Conf. Commun. Technol. (ICCT), Guilin, China, 2006, pp. 1-4.
    • (2006) Proc. Int. Conf. Commun. Technol. (ICCT) , pp. 1-4
    • Yao, Y.1    Luo, X.2    Gao, F.3    Ai, S.4
  • 26
    • 0034486891 scopus 로고    scopus 로고
    • The mathematics of infectious diseases
    • H. W. Hethcote, "The mathematics of infectious diseases," SIAM Rev., vol. 42, no. 4, pp. 599-653, 2000.
    • (2000) SIAM Rev. , vol.42 , Issue.4 , pp. 599-653
    • Hethcote, H.W.1
  • 27
    • 0030318519 scopus 로고    scopus 로고
    • Analysis of an SEIRS epidemic model with two delays
    • K. L. Cooke and P. van den Driessche, "Analysis of an SEIRS epidemic model with two delays," J. Math. Biol., vol. 35, no. 2, pp. 240-260, 1996.
    • (1996) J. Math. Biol. , vol.35 , Issue.2 , pp. 240-260
    • Cooke, K.L.1    Van Den Driessche, P.2
  • 28
    • 73449125776 scopus 로고    scopus 로고
    • Propagation of active worms: A survey
    • Y. Xiang, X. Fan, and W. T. Zhu, "Propagation of active worms: A survey," Int. J. Comput. Syst. Sci. Eng., vol. 24, no. 3, pp. 157-172, 2009.
    • (2009) Int. J. Comput. Syst. Sci. Eng. , vol.24 , Issue.3 , pp. 157-172
    • Xiang, Y.1    Fan, X.2    Zhu, W.T.3
  • 29
    • 0034721164 scopus 로고    scopus 로고
    • Error and attack tolerance of complex networks
    • Jul.
    • R. Albert, H. Jeong, and A.-L. Barabási, "Error and attack tolerance of complex networks," Nature, vol. 406, no. 6794, pp. 378-382, Jul. 2000.
    • (2000) Nature , vol.406 , Issue.6794 , pp. 378-382
    • Albert, R.1    Jeong, H.2    Barabási, A.-L.3
  • 31
    • 85027286362 scopus 로고    scopus 로고
    • Epidemics on networks
    • Oxford, U.K.: Oxford Univ. Press, ch. 17
    • M. E. J. Newman, "Epidemics on networks," in Networks: An Introduction. Oxford, U.K.: Oxford Univ. Press, 2010, ch. 17, pp. 700-750.
    • (2010) Networks: An Introduction. , pp. 700-750
    • Newman, M.E.J.1
  • 32
    • 33750177351 scopus 로고
    • Centrality in social networks conceptual clarification
    • L. C. Freeman, "Centrality in social networks conceptual clarification," Soc. Netw., vol. 1, no. 3, pp. 215-239, 1978.
    • (1978) Soc. Netw. , vol.1 , Issue.3 , pp. 215-239
    • Freeman, L.C.1
  • 33
    • 41349120887 scopus 로고    scopus 로고
    • Attack vulnerability of complex networks
    • P. Holme, B. J. Kim, C. N. Yoon, and S. K. Han, "Attack vulnerability of complex networks," Phys. Rev. E, vol. 65, no. 5, 2002, Art. no. 056109.
    • (2002) Phys. Rev. E , vol.65 , Issue.5
    • Holme, P.1    Kim, B.J.2    Yoon, C.N.3    Han, S.K.4
  • 34
    • 79955879494 scopus 로고    scopus 로고
    • Controllability of complex networks
    • Y.-Y. Liu, J.-J. Slotine, and A.-L. Barabási, "Controllability of complex networks," Nature, vol. 473, no. 7346, pp. 167-173, 2011.
    • (2011) Nature , vol.473 , Issue.7346 , pp. 167-173
    • Liu, Y.-Y.1    Slotine, J.-J.2    Barabási, A.-L.3
  • 36
    • 0007265820 scopus 로고
    • Eccentricity and centrality in networks
    • P. Hage and F. Harary, "Eccentricity and centrality in networks," Soc. Netw., vol. 17, no. 1, pp. 57-63, 1995.
    • (1995) Soc. Netw. , vol.17 , Issue.1 , pp. 57-63
    • Hage, P.1    Harary, F.2
  • 37
    • 84858808016 scopus 로고    scopus 로고
    • Centrality in social networks: Theoretical and simulation approaches
    • Melbourne, VIC, Australia
    • A. H. Dekker, "Centrality in social networks: Theoretical and simulation approaches," in Proc. SimTecT, Melbourne, VIC, Australia, 2008, pp. 12-15.
    • (2008) Proc. SimTecT , pp. 12-15
    • Dekker, A.H.1
  • 39
    • 84936824655 scopus 로고
    • Power and centrality: A family of measures
    • P. Bonacich, "Power and centrality: A family of measures," Amer. J. Sociol., vol. 92, no. 5, pp. 1170-1182, 1987.
    • (1987) Amer. J. Sociol. , vol.92 , Issue.5 , pp. 1170-1182
    • Bonacich, P.1
  • 40
    • 47849108625 scopus 로고    scopus 로고
    • The mathematics of networks
    • Basingstoke, U.K.: Palgrave Macmillan
    • M. E. Newman, "The mathematics of networks," in The New Palgrave Encyclopedia of Economics, vol. 2. Basingstoke, U.K.: Palgrave Macmillan, 2008, pp. 1-12.
    • (2008) The New Palgrave Encyclopedia of Economics , vol.2 , pp. 1-12
    • Newman, M.E.1
  • 41
    • 79961005336 scopus 로고    scopus 로고
    • Rumors in a network: Who's the culprit?
    • Aug.
    • D. Shah and T. Zaman, "Rumors in a network: Who's the culprit?" IEEE Trans. Inf. Theory, vol. 57, no. 8, pp. 5163-5181, Aug. 2011.
    • (2011) IEEE Trans. Inf. Theory , vol.57 , Issue.8 , pp. 5163-5181
    • Shah, D.1    Zaman, T.2
  • 44
    • 0026923819 scopus 로고
    • The Voronoi partition of a network and its implications in location theory
    • S. L. Hakimi, M. L. Labbé, and E. Schmeichel, "The Voronoi partition of a network and its implications in location theory," ORSA J. Comput., vol. 4, no. 4, pp. 412-417, 1992.
    • (1992) ORSA J. Comput. , vol.4 , Issue.4 , pp. 412-417
    • Hakimi, S.L.1    Labbé, M.L.2    Schmeichel, E.3
  • 45
    • 84902778846 scopus 로고    scopus 로고
    • Discovering multiple diffusion source nodes in social networks
    • Dec.
    • W. Zang, P. Zhang, C. Zhou, and L. Guo, "Discovering multiple diffusion source nodes in social networks," Proc. Comput. Sci., vol. 29, pp. 443-452, Dec. 2014.
    • (2014) Proc. Comput. Sci. , vol.29 , pp. 443-452
    • Zang, W.1    Zhang, P.2    Zhou, C.3    Guo, L.4
  • 46
    • 84892434861 scopus 로고    scopus 로고
    • Efficiently spotting the starting points of an epidemic in a large graph
    • B. A. Prakash, J. Vreeken, and C. Faloutsos, "Efficiently spotting the starting points of an epidemic in a large graph," Knowl. Inf. Syst., vol. 38, no. 1, pp. 35-59, 2014.
    • (2014) Knowl. Inf. Syst. , vol.38 , Issue.1 , pp. 35-59
    • Prakash, B.A.1    Vreeken, J.2    Faloutsos, C.3
  • 48
    • 84859067538 scopus 로고    scopus 로고
    • Uncovering evolutionary ages of nodes in complex networks
    • G.-M. Zhu et al., "Uncovering evolutionary ages of nodes in complex networks," Eur. Phys. J. B, vol. 85, no. 3, pp. 1-6, 2012.
    • (2012) Eur. Phys. J. B , vol.85 , Issue.3 , pp. 1-6
    • Zhu, G.-M.1
  • 49
    • 33748335612 scopus 로고    scopus 로고
    • Characterizing the dynamical importance of network nodes and links
    • Sep.
    • J. G. Restrepo, E. Ott, and B. R. Hunt, "Characterizing the dynamical importance of network nodes and links," Phys. Rev. Lett., vol. 97, no. 9, Sep. 2006, Art. no. 094102.
    • (2006) Phys. Rev. Lett. , vol.97 , Issue.9
    • Restrepo, J.G.1    Ott, E.2    Hunt, B.R.3
  • 50
    • 84890083357 scopus 로고    scopus 로고
    • The hidden geometry of complex, network-driven contagion phenomena
    • D. Brockmann and D. Helbing, "The hidden geometry of complex, network-driven contagion phenomena," Science, vol. 342, no. 6164, pp. 1337-1342, 2013.
    • (2013) Science , vol.342 , Issue.6164 , pp. 1337-1342
    • Brockmann, D.1    Helbing, D.2
  • 51
    • 84877677059 scopus 로고    scopus 로고
    • Information source detection in the SIR model: A sample path based approach
    • San Diego, CA, USA
    • K. Zhu and L. Ying, "Information source detection in the SIR model: A sample path based approach," in Proc. Inf. Theory Appl. Workshop (ITA), San Diego, CA, USA, 2013, pp. 1-9.
    • (2013) Proc. Inf. Theory Appl. Workshop (ITA) , pp. 1-9
    • Zhu, K.1    Ying, L.2
  • 53
    • 84904208881 scopus 로고    scopus 로고
    • Inferring the origin of an epidemic with a dynamic message-passing algorithm
    • A. Y. Lokhov, M. Mézard, H. Ohta, and L. Zdeborová, "Inferring the origin of an epidemic with a dynamic message-passing algorithm," Phys. Rev. E, vol. 90, no. 1, 2013, Art. no. 012801.
    • (2013) Phys. Rev. E , vol.90 , Issue.1
    • Lokhov, A.Y.1    Mézard, M.2    Ohta, H.3    Zdeborová, L.4
  • 54
    • 77954322317 scopus 로고    scopus 로고
    • Message passing approach for general epidemic models
    • Jul.
    • B. Karrer and M. E. J. Newman, "Message passing approach for general epidemic models," Phys. Rev. E, vol. 82, no. 1, Jul. 2010, Art. no. 016101.
    • (2010) Phys. Rev. E , vol.82 , Issue.1
    • Karrer, B.1    Newman, M.E.J.2
  • 55
    • 84890083357 scopus 로고    scopus 로고
    • Supplementary materials for the hidden geometry of complex, network-driven contagion phenomena
    • D. Brockmann and D. Helbing, "Supplementary materials for the hidden geometry of complex, network-driven contagion phenomena," Science, vol. 342, no. 6164, pp. 1337-1342, 2013.
    • (2013) Science , vol.342 , Issue.6164 , pp. 1337-1342
    • Brockmann, D.1    Helbing, D.2
  • 56
    • 84904498067 scopus 로고    scopus 로고
    • A two-stage algorithm to estimate the source of information diffusion in social media networks
    • Toronto, ON, Canada
    • A. Louni and K. P. Subbalakshmi, "A two-stage algorithm to estimate the source of information diffusion in social media networks," in Proc. IEEE Conf. Comput. Commun. Workshops (INFOCOM WKSHPS), Toronto, ON, Canada, 2014, pp. 329-333.
    • (2014) Proc. IEEE Conf. Comput. Commun. Workshops (INFOCOM WKSHPS) , pp. 329-333
    • Louni, A.1    Subbalakshmi, K.P.2
  • 58
    • 34147175951 scopus 로고    scopus 로고
    • Distributed sequential Bayesian estimation of a diffusive source in wireless sensor networks
    • Apr.
    • T. Zhao and A. Nehorai, "Distributed sequential Bayesian estimation of a diffusive source in wireless sensor networks," IEEE Trans. Signal Process., vol. 55, no. 4, pp. 1511-1524, Apr. 2007.
    • (2007) IEEE Trans. Signal Process. , vol.55 , Issue.4 , pp. 1511-1524
    • Zhao, T.1    Nehorai, A.2
  • 59
    • 84961329426 scopus 로고    scopus 로고
    • Cascading outbreak prediction in networks: A data-driven approach
    • Chicago, IL, USA
    • P. Cui et al., "Cascading outbreak prediction in networks: A data-driven approach," in Proc. 19th ACM SIGKDD Int. Conf. Knowl. Disc. Data Min., Chicago, IL, USA, 2013, pp. 901-909.
    • (2013) Proc. 19th ACM SIGKDD Int. Conf. Knowl. Disc. Data Min. , pp. 901-909
    • Cui, P.1
  • 60
    • 84873732697 scopus 로고    scopus 로고
    • A survey of social-based routing in delay tolerant networks: Positive and negative social effects
    • 1st Quart.
    • Y. Zhu, B. Xu, X. Shi, and Y. Wang, "A survey of social-based routing in delay tolerant networks: Positive and negative social effects," IEEE Commun. Surveys Tuts., vol. 15, no. 1, pp. 387-401, 1st Quart., 2013.
    • (2013) IEEE Commun. Surveys Tuts. , vol.15 , Issue.1 , pp. 387-401
    • Zhu, Y.1    Xu, B.2    Shi, X.3    Wang, Y.4
  • 61
    • 84862924629 scopus 로고    scopus 로고
    • Evolution in social networks: A survey
    • C. C. Aggarwal, Ed. New York, NY, USA: Springer, ch. 6
    • M. Spiliopoulou, "Evolution in social networks: A survey," in Social Network Data Analytics, C. C. Aggarwal, Ed. New York, NY, USA: Springer, 2011, ch. 6, pp. 149-175.
    • (2011) Social Network Data Analytics , pp. 149-175
    • Spiliopoulou, M.1
  • 64
    • 0742276097 scopus 로고    scopus 로고
    • Inside the Slammer worm
    • Jul./Aug.
    • D. Moore et al., "Inside the Slammer worm," IEEE Security Privacy, vol. 99, no. 4, pp. 33-39, Jul./Aug. 2003.
    • (2003) IEEE Security Privacy , vol.99 , Issue.4 , pp. 33-39
    • Moore, D.1
  • 66
    • 80051656517 scopus 로고    scopus 로고
    • Robust distributed detection, localization, and estimation of a diffusive target in clustered wireless sensor networks
    • Prague, Czech Republic
    • S. Aldalahmeh and M. Ghogho, "Robust distributed detection, localization, and estimation of a diffusive target in clustered wireless sensor networks," in Proc. ICASSP, Prague, Czech Republic, 2011, pp. 3012-3015.
    • (2011) Proc. ICASSP , pp. 3012-3015
    • Aldalahmeh, S.1    Ghogho, M.2
  • 68
    • 0032482432 scopus 로고    scopus 로고
    • Collective dynamics of 'small-world' networks
    • D. J. Watts and S. H. Strogatz, "Collective dynamics of 'small-world' networks," Nature, vol. 393, no. 6684, pp. 440-442, 1998.
    • (1998) Nature , vol.393 , Issue.6684 , pp. 440-442
    • Watts, D.J.1    Strogatz, S.H.2
  • 69
    • 81555203120 scopus 로고    scopus 로고
    • Identifying the starting point of a spreading process in complex networks
    • Nov.
    • C. H. Comin and L. da Fontoura Costa, "Identifying the starting point of a spreading process in complex networks," Phys. Rev. E, vol. 84, Nov. 2011, Art. no. 056105.
    • (2011) Phys. Rev. E , vol.84
    • Comin, C.H.1    Da Fontoura Costa, L.2
  • 70
    • 85006623593 scopus 로고    scopus 로고
    • The Enron email dataset database schema and brief statistical report
    • Univ. Southern California, Los Angeles, CA, USA, Tech. Rep. 4
    • S. Jitesh and A. Jafar, "The Enron email dataset database schema and brief statistical report," Inf. Sci. Inst., Univ. Southern California, Los Angeles, CA, USA, Tech. Rep. 4, 2009.
    • (2009) Inf. Sci. Inst.
    • Jitesh, S.1    Jafar, A.2
  • 71
    • 85014105089 scopus 로고    scopus 로고
    • Accessed on Feb. 2, 2014. [Online]
    • Power Grid Network Data Set. Accessed on Feb. 2, 2014. [Online]. Available: http://www-personal.umich.edu/?mejn/netdata/
    • Power Grid Network Data Set
  • 74
    • 84891429894 scopus 로고    scopus 로고
    • Modeling botnet propagation using time zones
    • San Diego, CA, USA
    • D. Dagon, C. C. Zou, and W. Lee, "Modeling botnet propagation using time zones," in Proc. NDSS, vol. 6. San Diego, CA, USA, 2006, pp. 2-13.
    • (2006) Proc. NDSS , vol.6 , pp. 2-13
    • Dagon, D.1    Zou, C.C.2    Lee, W.3
  • 75
    • 85014076829 scopus 로고    scopus 로고
    • Source estimation for propagation processes on complex networks with an application to delays in public transportation systems
    • Sep.
    • J. Manitz, J. Harbering, M. Schmidt, T. Kneib, and A. Schöbel, "Source estimation for propagation processes on complex networks with an application to delays in public transportation systems," J. Roy. Stat. Soc. C (Appl. Stat.), Sep. 2016.
    • (2016) J. Roy. Stat. Soc. C (Appl. Stat.)
    • Manitz, J.1    Harbering, J.2    Schmidt, M.3    Kneib, T.4    Schöbel, A.5
  • 76
    • 84880054920 scopus 로고    scopus 로고
    • Modeling propagation dynamics of social network worms
    • Aug.
    • S. Wen et al., "Modeling propagation dynamics of social network worms," IEEE Trans. Parallel Distrib. Syst., vol. 24, no. 8, pp. 1633-1643, Aug. 2013.
    • (2013) IEEE Trans. Parallel Distrib. Syst. , vol.24 , Issue.8 , pp. 1633-1643
    • Wen, S.1
  • 82
    • 84983666557 scopus 로고    scopus 로고
    • Fast rumor source identification via random walks
    • A. Jain, V. Borkar, and D. Garg, "Fast rumor source identification via random walks," Soc. Netw. Anal. Min., vol. 6, no. 1, p. 62, 2016.
    • (2016) Soc. Netw. Anal. Min. , vol.6 , Issue.1 , pp. 62
    • Jain, A.1    Borkar, V.2    Garg, D.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.