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A Computational Narrative Analysis of Children-Parent Attachment Relationships

Authors: Iraide Zipitria and Nerea Portu-Zapirain

Published in: OASIcs, Volume 41, 2014 Workshop on Computational Models of Narrative


Abstract
Children narratives implicitly represent their experiences and emotions. The relationships infants establish with their environment will shape their relationships with others and the concept of themselves. In this context, the Attachment Story Completion Task (ASCT) contains a series of unfinished stories to project the self in relation to attachment. Unfinished story procedures present a dilemma which needs to be solved and a codification of the secure, secure/insecure or insecure attachment categories. This paper analyses a story-corpus to explain 3 to 6 year old children-parent attachment relationships. It is a computational approach to exploring attachment representational models in two unfinished story-lines: "The stolen bike" and "The present". The resulting corpora contains 184 stories in one corpus and 170 stories in the other. The Latent Semantic Analysis (LSA) and Linguistic Inquiry and Word Count (LIWC) computational frameworks observe the emotions which children project. As a result, the computational analysis of the children mental representational model, in both corpora, have shown to be comparable to expert judgements in attachment categorization.

Cite as

Iraide Zipitria and Nerea Portu-Zapirain. A Computational Narrative Analysis of Children-Parent Attachment Relationships. In 2014 Workshop on Computational Models of Narrative. Open Access Series in Informatics (OASIcs), Volume 41, pp. 251-268, Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2014)


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@InProceedings{zipitria_et_al:OASIcs.CMN.2014.251,
  author =	{Zipitria, Iraide and Portu-Zapirain, Nerea},
  title =	{{A Computational Narrative Analysis of Children-Parent Attachment Relationships}},
  booktitle =	{2014 Workshop on Computational Models of Narrative},
  pages =	{251--268},
  series =	{Open Access Series in Informatics (OASIcs)},
  ISBN =	{978-3-939897-71-2},
  ISSN =	{2190-6807},
  year =	{2014},
  volume =	{41},
  editor =	{Finlayson, Mark A. and Meister, Jan Christoph and Bruneau, Emile G.},
  publisher =	{Schloss Dagstuhl -- Leibniz-Zentrum f{\"u}r Informatik},
  address =	{Dagstuhl, Germany},
  URL =		{https://drops-dev.dagstuhl.de/entities/document/10.4230/OASIcs.CMN.2014.251},
  URN =		{urn:nbn:de:0030-drops-46623},
  doi =		{10.4230/OASIcs.CMN.2014.251},
  annote =	{Keywords: latent semantic analysis, LIWC, representational models, attachment relationships, unfinished stories}
}
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