Validating Sequence Analysis Typologies Using Parametric Bootstrap.

IF 2.4 2区 社会学 Q1 SOCIOLOGY Sociological Methodology Pub Date : 2021-08-01 Epub Date: 2021-06-14 DOI:10.1177/00811750211014232
Matthias Studer
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Abstract

In this article, the author proposes a methodology for the validation of sequence analysis typologies on the basis of parametric bootstraps following the framework proposed by Hennig and Lin (2015). The method works by comparing the cluster quality of an observed typology with the quality obtained by clustering similar but nonclustered data. The author proposes several models to test the different structuring aspects of the sequences important in life-course research, namely, sequencing, timing, and duration. This strategy allows identifying the key structural aspects captured by the observed typology. The usefulness of the proposed methodology is illustrated through an analysis of professional and coresidence trajectories in Switzerland. The proposed methodology is available in the WeightedCluster R library.

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使用参数引导法验证序列分析类型。
在本文中,作者按照 Hennig 和 Lin(2015 年)提出的框架,提出了一种基于参数引导的序列分析类型学验证方法。该方法通过比较观察到的类型学的聚类质量与通过聚类相似但未聚类的数据所获得的质量。作者提出了几个模型来测试生命历程研究中重要的序列的不同结构方面,即排序、时间和持续时间。通过这一策略,可以确定观察到的类型所反映的关键结构方面。通过对瑞士的职业轨迹和同居轨迹的分析,说明了所建议方法的实用性。建议的方法可在 WeightedCluster R 库中找到。
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来源期刊
CiteScore
4.50
自引率
0.00%
发文量
12
期刊介绍: Sociological Methodology is a compendium of new and sometimes controversial advances in social science methodology. Contributions come from diverse areas and have something useful -- and often surprising -- to say about a wide range of topics ranging from legal and ethical issues surrounding data collection to the methodology of theory construction. In short, Sociological Methodology holds something of value -- and an interesting mix of lively controversy, too -- for nearly everyone who participates in the enterprise of sociological research.
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