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Erschienen in: Neural Computing and Applications 9/2017

25.02.2016 | IBPRIA 2015

Feature representation for social circles detection using MAC

verfasst von: Jesús Alonso, Roberto Paredes, Paolo Rosso

Erschienen in: Neural Computing and Applications | Ausgabe 9/2017

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Abstract

Social circles detection is a special case of community detection in social network that is currently attracting a growing interest in the research community. In this paper, we propose an empirical evaluation of the multi-assignment clustering method using different feature representation models. We define different vectorial representations from both structural egonet information and user profile features. We study and compare the performance on two available labelled Facebook datasets and compare our results with several different baselines. In addition, we provide some insights of the evaluation metrics most commonly used in the literature.

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Literatur
1.
Zurück zum Zitat Alonso J, Paredes R, Rosso P (2015) Empirical evaluation of different feature representations for social circles detection. In: Pattern recognition and image analysis, lecture notes in computer science, vol. 9117, pp 31–38. Springer, Berlin. doi:10.1007/978-3-319-19390-8_4 Alonso J, Paredes R, Rosso P (2015) Empirical evaluation of different feature representations for social circles detection. In: Pattern recognition and image analysis, lecture notes in computer science, vol. 9117, pp 31–38. Springer, Berlin. doi:10.​1007/​978-3-319-19390-8_​4
2.
Zurück zum Zitat Blondel VD, Guillaume JL, Lambiotte R, Lefebvre E (2008) Fast unfolding of communities in large networks. J Stat Mech Theor Exp 2008:P10, 008CrossRef Blondel VD, Guillaume JL, Lambiotte R, Lefebvre E (2008) Fast unfolding of communities in large networks. J Stat Mech Theor Exp 2008:P10, 008CrossRef
3.
Zurück zum Zitat Brandes U, Delling D, Gaertler M, Gaerke R, Hoefer M, Nikoloski Z, Wagner D (2006) On modularity-NP-completeness and beyond. Technical Report. 2006–19, ITI Wagner, Faculty of Informatics, Universität Karlsruhe (TH), Germany Brandes U, Delling D, Gaertler M, Gaerke R, Hoefer M, Nikoloski Z, Wagner D (2006) On modularity-NP-completeness and beyond. Technical Report. 2006–19, ITI Wagner, Faculty of Informatics, Universität Karlsruhe (TH), Germany
4.
Zurück zum Zitat Buhmann J, Kuhnel H (1993) Vector quantization with complexity costs. IEEE Trans Inf Theory 39(4):1133–1145CrossRefMATH Buhmann J, Kuhnel H (1993) Vector quantization with complexity costs. IEEE Trans Inf Theory 39(4):1133–1145CrossRefMATH
5.
Zurück zum Zitat Chen Y, Lin C (2006) Combining SVMs with various feature selection strategies. In: Feature extraction, pp 315–324 Chen Y, Lin C (2006) Combining SVMs with various feature selection strategies. In: Feature extraction, pp 315–324
6.
Zurück zum Zitat Dey K, Bandyopadhyay S (2013) An empirical investigation of like-mindedness of topically related social communities on microblogging platforms. In: International conference on natural languages Dey K, Bandyopadhyay S (2013) An empirical investigation of like-mindedness of topically related social communities on microblogging platforms. In: International conference on natural languages
8.
10.
Zurück zum Zitat Frank M, Streich AP, Basin D, Buhmann JM (2012) Multi-assignment clustering for Boolean data. J Mach Learn Res 13(1):459–489MathSciNetMATH Frank M, Streich AP, Basin D, Buhmann JM (2012) Multi-assignment clustering for Boolean data. J Mach Learn Res 13(1):459–489MathSciNetMATH
11.
12.
Zurück zum Zitat Hastie T, Tibshirani R, Friedman J (2009) The elements of statistical learning. Springer, BerlinCrossRefMATH Hastie T, Tibshirani R, Friedman J (2009) The elements of statistical learning. Springer, BerlinCrossRefMATH
13.
Zurück zum Zitat Jaccard P (1908) Nouvelles recherches sur la distribution florale. Bulletin de la Socit Vaudoise des Sciences Naturelles 44(163):223–270 Jaccard P (1908) Nouvelles recherches sur la distribution florale. Bulletin de la Socit Vaudoise des Sciences Naturelles 44(163):223–270
15.
Zurück zum Zitat Kernighan BW, Lin S (1970) An efficient heuristic procedure for partitioning graphs. Bell Syst Tech J 49(2):291–307CrossRefMATH Kernighan BW, Lin S (1970) An efficient heuristic procedure for partitioning graphs. Bell Syst Tech J 49(2):291–307CrossRefMATH
17.
Zurück zum Zitat Leskovec J, Mcauley J (2012) Learning to discover social circles in ego networks. In: Pereira F, Burges C, Bottou L, Weinberger K (eds) Advances in neural information processing systems, vol 25. Curran Associates, Inc., Red Hook, pp 539–547 Leskovec J, Mcauley J (2012) Learning to discover social circles in ego networks. In: Pereira F, Burges C, Bottou L, Weinberger K (eds) Advances in neural information processing systems, vol 25. Curran Associates, Inc., Red Hook, pp 539–547
19.
Zurück zum Zitat MacQueen J (1967) Some methods for classification and analysis of multivariate observations. In: Proceedings of fifth Berkeley symposium on Mathematical Statistics and Probability, vol 1, pp 281–297 MacQueen J (1967) Some methods for classification and analysis of multivariate observations. In: Proceedings of fifth Berkeley symposium on Mathematical Statistics and Probability, vol 1, pp 281–297
20.
Zurück zum Zitat McAuley J, Leskovec J (2014) Discovering social circles in ego networks. ACM Trans Knowl Discov Data 8(1):4CrossRef McAuley J, Leskovec J (2014) Discovering social circles in ego networks. ACM Trans Knowl Discov Data 8(1):4CrossRef
22.
Zurück zum Zitat Newman ME (2006) Modularity and community structure in networks. Proc Natl Acad Sci 103(23):8577–8582CrossRef Newman ME (2006) Modularity and community structure in networks. Proc Natl Acad Sci 103(23):8577–8582CrossRef
23.
Zurück zum Zitat Newman ME, Girvan M (2014) Finding and evaluating community structure in networks. Phys Rev E Stat Nonlinear Soft Matter Phys 69(2):026,113CrossRef Newman ME, Girvan M (2014) Finding and evaluating community structure in networks. Phys Rev E Stat Nonlinear Soft Matter Phys 69(2):026,113CrossRef
24.
Zurück zum Zitat Palla G, Derényi I, Farkas I, Vicsek T (2005) Uncovering the overlapping community structure of complex networks in nature and society. Nature 435(7043):814–818CrossRef Palla G, Derényi I, Farkas I, Vicsek T (2005) Uncovering the overlapping community structure of complex networks in nature and society. Nature 435(7043):814–818CrossRef
25.
Zurück zum Zitat Pathak N, DeLong C, Banerjee A, Erickson K (2008) Social topic models for community extraction. In: The 2nd SNA-KDD workshop Pathak N, DeLong C, Banerjee A, Erickson K (2008) Social topic models for community extraction. In: The 2nd SNA-KDD workshop
26.
Zurück zum Zitat Porter MA, Onnela JP, Mucha PJ (2009) Communities in networks. Not Am Math Soc 56(9):1082–1097MathSciNetMATH Porter MA, Onnela JP, Mucha PJ (2009) Communities in networks. Not Am Math Soc 56(9):1082–1097MathSciNetMATH
27.
Zurück zum Zitat Rose K, Gurewitz E, Fox GC (1992) Vector quantization by deterministic annealing. IEEE Trans Inf Theory 38(4):1249–1257CrossRefMATH Rose K, Gurewitz E, Fox GC (1992) Vector quantization by deterministic annealing. IEEE Trans Inf Theory 38(4):1249–1257CrossRefMATH
28.
Zurück zum Zitat Sachan M, Contractor D, Faruqie TA, Subramaniam LV (2012) Using content and interactions for discovering communities in social networks. In: Proceedings of the 21st international conference on World Wide Web, pp 331–340 Sachan M, Contractor D, Faruqie TA, Subramaniam LV (2012) Using content and interactions for discovering communities in social networks. In: Proceedings of the 21st international conference on World Wide Web, pp 331–340
29.
Zurück zum Zitat Streich AP, Frank M, Basin D, Buhmann JM (2009) Multi-assignment clustering for boolean data. In: Proceedings of the 26th annual international conference on machine learning, pp 969–976 Streich AP, Frank M, Basin D, Buhmann JM (2009) Multi-assignment clustering for boolean data. In: Proceedings of the 26th annual international conference on machine learning, pp 969–976
30.
Zurück zum Zitat Suaris PR, Kedem G (1988) An algorithm for quadrisection and its applications to standard cell placement. IEEE Trans Circuits Syst 35(3):294–303CrossRef Suaris PR, Kedem G (1988) An algorithm for quadrisection and its applications to standard cell placement. IEEE Trans Circuits Syst 35(3):294–303CrossRef
31.
Zurück zum Zitat Vaidya J, Atluri V, Guo Q (2007) The role mining problem: finding a minimal descriptive set of roles. In: Proceedings of the 12th ACM symposium on access control models and technologies, pp 175–184 Vaidya J, Atluri V, Guo Q (2007) The role mining problem: finding a minimal descriptive set of roles. In: Proceedings of the 12th ACM symposium on access control models and technologies, pp 175–184
32.
Zurück zum Zitat Yang J, McAuley J, Leskovec J (2013) Community detection in networks with node attributes. In: IEEE 13th international conference on data mining (ICDM), pp 1151–1156. IEEE Yang J, McAuley J, Leskovec J (2013) Community detection in networks with node attributes. In: IEEE 13th international conference on data mining (ICDM), pp 1151–1156. IEEE
33.
Zurück zum Zitat Zhou D, Councill I, Zha H, Giles CL (2007) Discovering temporal communities from social network documents. In: Seventh IEEE international conference on data mining, pp 745–750 Zhou D, Councill I, Zha H, Giles CL (2007) Discovering temporal communities from social network documents. In: Seventh IEEE international conference on data mining, pp 745–750
Metadaten
Titel
Feature representation for social circles detection using MAC
verfasst von
Jesús Alonso
Roberto Paredes
Paolo Rosso
Publikationsdatum
25.02.2016
Verlag
Springer London
Erschienen in
Neural Computing and Applications / Ausgabe 9/2017
Print ISSN: 0941-0643
Elektronische ISSN: 1433-3058
DOI
https://doi.org/10.1007/s00521-016-2222-y

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