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Grouping Environmental Factors Influencing Individual Decision-Making Behavior in Software Projects: A Cluster Analysis

机译:将影响个人决策的环境因素分组   软件项目中的行为:聚类分析

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摘要

An individual decision-making behavior is heavily influenced by and adaptedto external environmental factors. Given that software development is ahuman-centered activity, individual decision-making behavior may affect thesoftware project quality. Although environmental factors affectingdecision-making behavior in software projects have been identified in priorliterature, there is not yet an objective and a full taxonomy of these factors.Thus, it is not trivial to manage these complex and diverse factors. To addressthis deficiency, we first design a semantic similarity algorithm between wordsby utilizing the synonymy and hypernymy relationships in WordNet. Further, wepropose a method to measure semantic similarity between phrases and apply itinto k-means clustering algorithm to group these factors. Subsequently, weobtain a taxonomy of the environmental factors affecting individualdecision-making behavior in software projects, which includes eleven broadcategories, each containing two to five sub-categories. The taxonomy presentedherein is obtained by an objective method, and quite comprehensive, withappropriate references provided. The taxonomy holds significant value forresearchers and practitioners; it can help them to better understand the majoraspects of environmental factors, also to predict and guide the behavior ofindividuals during decision making towards a successful completion of softwareprojects.
机译:个体的决策行为在很大程度上受到外部环境因素的影响并适应外部环境因素。假定软件开发是以人为中心的活动,则个人的决策行为可能会影响软件项目的质量。尽管在先前的文献中已经确定了影响软件项目决策行为的环境因素,但是这些因素还没有客观和完整的分类法,因此管理这些复杂多样的因素并非易事。为了解决这一不足,我们首先利用WordNet中的同义词和上位关系设计了词之间的语义相似性算法。此外,我们提出了一种方法来测量短语之间的语义相似度,并将其应用于k-均值聚类算法以对这些因素进行分组。随后,我们获得了影响软件项目中个人决策行为的环境因素的分类,其中包括11个大类,每个大类包含2至5个子类。本文介绍的分类法是通过客观的方法获得的,并且相当全面,并提供了适当的参考资料。该分类法对研究人员和从业人员具有重要价值。它可以帮助他们更好地了解环境因素的主要方面,也可以预测和指导个人在决策过程中的行为,从而成功完成软件项目。

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