Skip to main content
Erschienen in:
Buchtitelbild

2016 | OriginalPaper | Buchkapitel

An Algorithm for Partitioning Community Graph into Sub-community Graphs Using Graph Mining Techniques

verfasst von : Bapuji Rao, Anirban Mitra

Erschienen in: Proceedings of 3rd International Conference on Advanced Computing, Networking and Informatics

Verlag: Springer India

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Using graph mining techniques, knowledge extraction is possible from the community graph. In our work, we started with the discussion on related definitions of graph partition both mathematical as well as computational aspects. The derived knowledge can be extracted from a particular sub-graph by way of partitioning a large community graph into smaller sub-community graphs. Thus, the knowledge extraction from the sub-community graph becomes easier and faster. The partition is aiming at the edges among the community members of different communities. We have initiated our work by studying techniques followed by different researchers, thus proposing a new and simple algorithm for partitioning the community graph in a social network using graph techniques. An example verifies about the strength and easiness of the proposed algorithm.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

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!

Literatur
1.
Zurück zum Zitat Rajaraman, A., Leskovec, J., Ullman, J.D.: Mining of Massive Datasets. Copyright © 2010, 2011, 2012, 2013, 2014 Rajaraman, A., Leskovec, J., Ullman, J.D.: Mining of Massive Datasets. Copyright © 2010, 2011, 2012, 2013, 2014
2.
Zurück zum Zitat Mitra, A., Satpathy, S.R., Paul, S.: Clustering analysis in social network using covering based rough set. In: 2013 IEEE 3rd International Advance Computing Conference (IACC), India, 22 Feb 2013, pp. 476–481, 2013 Mitra, A., Satpathy, S.R., Paul, S.: Clustering analysis in social network using covering based rough set. In: 2013 IEEE 3rd International Advance Computing Conference (IACC), India, 22 Feb 2013, pp. 476–481, 2013
3.
Zurück zum Zitat Andrews, G.E.: The Theory of Partitions. Addison-Wesley, Boston, USA (1976)MATH Andrews, G.E.: The Theory of Partitions. Addison-Wesley, Boston, USA (1976)MATH
4.
Zurück zum Zitat Lovasz, L.: Combinatorial Problems and Exercises. North-Holland, Amsterdam, The etherlands (1993)MATH Lovasz, L.: Combinatorial Problems and Exercises. North-Holland, Amsterdam, The etherlands (1993)MATH
5.
6.
Zurück zum Zitat Ravasz, E., Somera, A.L., Mongru, D.A., Oltvai, Z.N., Barabasi, A.L.: Science 297(5586), 1551 (2002)CrossRef Ravasz, E., Somera, A.L., Mongru, D.A., Oltvai, Z.N., Barabasi, A.L.: Science 297(5586), 1551 (2002)CrossRef
8.
9.
Zurück zum Zitat Barnes, E.R.: SIAM J. Alg. Discr. Meth. 3, 541 (1982) Barnes, E.R.: SIAM J. Alg. Discr. Meth. 3, 541 (1982)
10.
Zurück zum Zitat Scholtz, R.A.: The spread spectrum concept. In: Abramson, N. (ed) Multiple Access, Piscataway, NJ: IEEE Press, ch. 3, pp. 121–123 (1993) Scholtz, R.A.: The spread spectrum concept. In: Abramson, N. (ed) Multiple Access, Piscataway, NJ: IEEE Press, ch. 3, pp. 121–123 (1993)
13.
Zurück zum Zitat Flake, G.W., Lawrence, S., Giles, C.L.: In: Sixth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (ACM Press, Boston, USA), pp. 150–160 (2000) Flake, G.W., Lawrence, S., Giles, C.L.: In: Sixth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (ACM Press, Boston, USA), pp. 150–160 (2000)
14.
Zurück zum Zitat Flake, G.W., Lawrence, S., Lee Giles, C., Coetzee, F.M.: IEEE Comput. 35, 66 (2002) Flake, G.W., Lawrence, S., Lee Giles, C., Coetzee, F.M.: IEEE Comput. 35, 66 (2002)
15.
Zurück zum Zitat Pothen, A.: Graph Partitioning Algorithms with Applications to Scientific Computing. Technical Report, Norfolk, VA, USA (1997)CrossRef Pothen, A.: Graph Partitioning Algorithms with Applications to Scientific Computing. Technical Report, Norfolk, VA, USA (1997)CrossRef
16.
Zurück zum Zitat Rao, B., Mitra, A.: A new approach for detection of common communities in a social network using graph mining techniques. In: 2014 International Conference on High Performance Computing and Applications (ICHPCA), pp. 1–6, 22–24 Dec 2014. doi: 10.1109/ICHPCA.2014.7045335 Rao, B., Mitra, A.: A new approach for detection of common communities in a social network using graph mining techniques. In: 2014 International Conference on High Performance Computing and Applications (ICHPCA), pp. 1–6, 22–24 Dec 2014. doi: 10.​1109/​ICHPCA.​2014.​7045335
17.
Zurück zum Zitat Rao, B., Mitra, A.: An approach to merging of two community sub-graphs to form a community graph using graph mining techniques. In: 2014 IEEE International Conference on Computational Intelligence and Computing Research (ICCIC-2014), 978-1-4799-3972-5/14/$31.00 @2014, pp. 460–466, Coimbatore, India, Dec 2014 Rao, B., Mitra, A.: An approach to merging of two community sub-graphs to form a community graph using graph mining techniques. In: 2014 IEEE International Conference on Computational Intelligence and Computing Research (ICCIC-2014), 978-1-4799-3972-5/14/$31.00 @2014, pp. 460–466, Coimbatore, India, Dec 2014
Metadaten
Titel
An Algorithm for Partitioning Community Graph into Sub-community Graphs Using Graph Mining Techniques
verfasst von
Bapuji Rao
Anirban Mitra
Copyright-Jahr
2016
Verlag
Springer India
DOI
https://doi.org/10.1007/978-81-322-2529-4_1