意大利学生和毕业生流动态度的新衡量标准:拓扑数据分析方法。

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Martina Vittorietti, Ornella Giambalvo, Vincenzo Giuseppe Genova, Fabio Aiello
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引用次数: 0

摘要

学生和毕业生的流动是一个有趣的话题,尤其是对意大利的教育系统和大学而言。移民和所谓人才流失的主要原因在于社会经济背景和著名的南北差距。衡量流动性并了解其在时间和空间上的动态并非易事。相关文献中的大多数研究都集中在这种现象的决定因素上,而在本文中,我们结合图论和拓扑数据分析的工具,提出了一种新的衡量流动态度的方法。每一个流动轨迹都用一个图来表示,构成图的特征的重要性会随着时间的推移用持续图来评估。然后,通过计算个人持续图与留校学生理论持续图之间的距离,对学生的流动态度进行排序。这种新方法被用于评估 2008 年在意大利一所大学注册的学生的流动性。研究了流动态度与主要社会人口变量之间的关系。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

A new measure for the attitude to mobility of Italian students and graduates: a topological data analysis approach.

A new measure for the attitude to mobility of Italian students and graduates: a topological data analysis approach.

A new measure for the attitude to mobility of Italian students and graduates: a topological data analysis approach.

A new measure for the attitude to mobility of Italian students and graduates: a topological data analysis approach.

Students' and graduates' mobility is an interesting topic of discussion especially for the Italian education system and universities. The main reasons for migration and for the so called brain drain, can be found in the socio-economic context and in the famous North-South divide. Measuring mobility and understanding its dynamic over time and space are not trivial tasks. Most of the studies in the related literature focus on the determinants of such phenomenon, in this paper, instead, combining tools coming from graph theory and Topological Data Analysis we propose a new measure for the attitude to mobility. Each mobility trajectory is represented by a graph and the importance of the features constituting the graph are evaluated over time using persistence diagrams. The attitude to mobility of the students is then ranked computing the distance between the individual persistence diagram and the theoretical persistence diagram of the stayer student. The new approach is used for evaluating the mobility of the students that in 2008 enrolled in an Italian university. The relation between attitude to mobility and the main socio-demographic variables is investigated.

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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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