Strategies for Multidomain Sequence Analysis in Social Research

IF 2.4 2区 社会学 Q1 SOCIOLOGY
G. Ritschard, T. Liao, E. Struffolino
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引用次数: 0

Abstract

Multidomain/multichannel sequence analysis has become widely used in social science research to uncover the underlying relationships between two or more observed trajectories in parallel. For example, life-course researchers use multidomain sequence analysis to study the parallel unfolding of multiple life-course domains. In this article, the authors conduct a critical review of the approaches most used in multidomain sequence analysis. The parallel unfolding of trajectories in multiple domains is typically analyzed by building a joint multidomain typology and by examining how domain-specific sequence patterns combine with one another within the multidomain groups. The authors identify four strategies to construct the joint multidomain typology: proceeding independently of domain costs and distances between domain sequences, deriving multidomain costs from domain costs, deriving distances between multidomain sequences from within-domain distances, and combining typologies constructed for each domain. The second and third strategies are prevalent in the literature and typically proceed additively. The authors show that these additive procedures assume between-domain independence, and they make explicit the constraints these procedures impose on between-multidomain costs and distances. Regarding the fourth strategy, the authors propose a merging algorithm to avoid scarce combined types. As regards the first strategy, the authors demonstrate, with a real example based on data from the Swiss Household Panel, that using edit distances with data-driven costs at the multidomain level (i.e., independent of domain costs) remains easily manageable with more than 200 different multidomain combined states. In addition, the authors introduce strategies to enhance visualization by types and domains.
社会研究中的多领域序列分析策略
多域/多通道序列分析已广泛应用于社会科学研究,以揭示两个或多个平行观察轨迹之间的潜在关系。例如,生命过程研究者使用多域序列分析来研究多个生命过程域的并行展开。在本文中,作者对多域序列分析中最常用的方法进行了批判性的回顾。通过建立一个联合的多域类型学,并通过检查领域特定序列模式如何在多域组中相互结合来分析多域中轨迹的平行展开。作者确定了四种构建联合多域类型学的策略:独立于域成本和域序列之间的距离进行处理,从域成本中推导出多域成本,从域内距离中推导出多域序列之间的距离,以及将每个域构建的类型学结合起来。第二种和第三种策略在文献中很普遍,通常是相加的。作者证明了这些加性过程具有域间独立性,并明确了这些过程对多域间成本和距离的约束。对于第四种策略,作者提出了一种避免稀缺组合类型的合并算法。关于第一种策略,作者通过一个基于瑞士家庭小组数据的真实示例证明,在多领域级别(即独立于领域成本)使用具有数据驱动成本的编辑距离仍然可以轻松管理200多个不同的多领域组合状态。此外,作者还介绍了通过类型和领域来增强可视化的策略。
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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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