Blockmodel

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Blockmodel (sometimes also block model) in blockmodeling (part of network science) is defined as a multitude of structures, which are obtained with:

  • identification of all vertices (e.g., units, nodes) within a cluster and at the same time representing each cluster as a vertex, from which vertices for another graph can be constructed;
  • combination of all the links (ties), represented in a block as a single link between positions, while at the same time constructing one tie for each block. In a case, when there are no ties in a block, there will be no ties between the two positions, that define the block.[1]

In principle, blockmodeling, as a process, is composed from three steps. In the first step, the number of units is determined. This is followed (in the second step) by selection or determination of permitted blocks, that will occur and perhaps also the locations in the matrix. The last, third step, using computer program, the partitioning of units is done, according to the pre-set conditions and additionally, the final matrix is selected for the gained model. With this, the blockmodel is created.[2]: 333  When empirical blocks can be reasonably approximated in terms of ideal blocks, such blockmodel can be reduced to a blockimage, which is a representation of the original network, capturing its underlying 'functional anatomy'.[3]

Thus, the blockmodels can "permit the data to characterize their own structure", and at the same time not seek to manifest a preconceived structure imposed by the researcher.[4]

Blockmodel can be created indirectly or directly, based on the construction of the criterion function. Indirect construction refers to a function, based on "compatible (dis)similarity measure between paris of units", while the direct construction is "a function measuring the fit of real blocks induced by a given clustering to the corresponding ideal blocks with perfect relations within each cluster and between clusters according to the considered types of connections (equivalence)".[5]

Specification of blockmodels[]

Blockmodels can be specified regarding the intuition, substance or the insight into the nature of the studied network; this can result in such models as follows:[6]: 16–24 

  • systems,
  • organizational hierarchies,
  • systems of ,
  • , ...

References[]

  1. ^ Patrick Doreian, Positional Analysis and Blockmodeling. Encyclopedia of Complexity and Systems Science. DOI: https://doi.org/10.1007/978-0-387-30440-3_412.
  2. ^ Nooy, Wouter de; Mrvar, Andrej; Batagelj, Vladimir (2018). Exploratory Social Network Analysis with Pajek. Revised and Expanded Edition for Updated Software. Third Edition. Cambridge University Press. ISBN 978-1-108-47414-6.
  3. ^ Nordlund, Carl (2019). "Direct blockmodeling of valued and binary networks: a dichotomization-free approach". Social Networks. 61: 128–143. arXiv:1910.10484. doi:10.1016/j.socnet.2019.10.004. S2CID 204838377.
  4. ^ Arabie, Phipps; Boorman, Scott A.; Levitt, Paul R. (1978). "Constructing Blockmodels: How and Why". Journal of Mathematical Psychology. 17: 21–63. doi:10.2307/270873. JSTOR 270873.
  5. ^ Batagelj, Vladimir; Mrvar, andrej; Ferligoj, Anuška; Doreian, Patrick (2004). "Generalized Blockmodeling with Pajek". Metodološki zvezki. 1 (2): 455–467.
  6. ^ Doreian, Patrick; Batagelj, Vladimir; Ferligoj, Anuška (2005). Generalized Blackmodeling. Cambridge University Press. ISBN 0-521-84085-6.

See also[]

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