A Computational Narrative Analysis of Children-Parent Attachment Relationships

Iraide Zipitria, Nerea Portu-Zapirain
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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.
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亲子依恋关系的计算叙事分析
儿童的叙述含蓄地表达了他们的经历和情感。婴儿与环境建立的关系将塑造他们与他人的关系和他们自己的概念。在这种情况下,依恋故事完成任务(ASCT)包含一系列未完成的故事,以投射与依恋相关的自我。未完成的故事过程呈现出一个需要解决的困境,需要对安全、安全/不安全或不安全的依恋类别进行编纂。本研究以故事语料库分析3 ~ 6岁儿童亲子依恋关系。这是一种计算方法来探索两个未完成的故事线的依恋表征模型:“被盗的自行车”和“现在”。得到的语料库在一个语料库中包含184个故事,在另一个语料库中包含170个故事。潜在语义分析(LSA)和语言探究与字数统计(LIWC)计算框架观察儿童投射的情绪。结果表明,在两种语料库中,儿童心理表征模型的计算分析与依恋分类的专家判断相当。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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