Identification of substructures in complex networks using formal concept analysis

作者: Sebastião M Neto , Sérgio Dias , Rokia Missaoui , Luis Zárate , Mark Song

DOI: 10.1108/IJWIS-10-2017-0067

关键词:

摘要: Purpose In recent years, the increasing complexity of hyper-connected world demands new approaches for social network analysis. The main challenges are to find computational methods that allow representation, characterization and analysis these networks. Nowadays, formal concept (FCA) is considered an alternative identifying conceptual structures in a network. In this FCA-based work, paper aims show potential building models based on implications represent analyze two-mode networks. Design/methodology/approach This study proposes approach three important substructures networks such as conservative access patterns, minimum behavior patterns canonical patterns. present case database containing logs cable internet service provider. Findings The result allows us uncover Furthermore, through use sets, relationships between event-type elements (websites) analyzed. This discusses, generic form, adopted procedures can be extended other networks. Originality/value A proposed identification proper needed handle pattern also one-item conclusion easy understand more relevant anyone looking one particular website pattern. Finally, method representation using set (steam base), which minimal without loss information, proposed.

参考文章(46)
William Ward Armstrong, Dependency Structures of Data Base Relationships. ifip congress. pp. 580- 583 ,(1974)
V. Duquenne, J. L. Guigues, Familles minimales d'implications informatives résultant d'un tableau de données binaires Mathématiques et Sciences Humaines. ,vol. 95, pp. 5- 18 ,(1986)
Etienne Cuvelier, Marie-Aude Aufaure, A buzz and e-reputation monitoring tool for twitter based on galois lattices international conference on conceptual structures. pp. 91- 103 ,(2011) , 10.1007/978-3-642-22688-5_7
Linton C. Freeman, Visualizing Social Networks. Journal of Social Structure. ,vol. 1, ,(2000)
Pablo Cordero, Manuel Enciso, Angel Mora, Manuel Ojeda-Aciego, Carlos Rossi, Knowledge discovery in social networks by using a logic-based treatment of implications Knowledge Based Systems. ,vol. 87, pp. 16- 25 ,(2015) , 10.1016/J.KNOSYS.2015.07.018
Gustavo Jota Resende, Nilander R.M. De Moraes, Sergio M. Dias, Humberto T. Marques Neto, Luis E. Zarate, Canonical Computational Models Based on Formal Concept Analysis for Social Network Analysis and Representation international conference on web services. pp. 717- 720 ,(2015) , 10.1109/ICWS.2015.100
Ramakrishnan Srikant, Rakesh Agrawal, Fast Algorithms for Mining Association Rules in Large Databases very large data bases. pp. 487- 499 ,(1994)
Jayson E. Rome, Robert M. Haralick, Towards a formal concept analysis approach to exploring communities on the world wide web international conference on formal concept analysis. pp. 33- 48 ,(2005) , 10.1007/978-3-540-32262-7_3
Claudio Carpineto, Giovanni Romano, Concept Data Analysis: Theory and Applications ,(2004)