Comparing COSTATIS and Generalized Procrustes Analysis with Multi-Way Public Education Expenditure Data

Governments serve a variety of purposes, and where governments spend their money has always been of concern to society. In particular, spending on public education is of great interest. However, the volume of this information can be difficult to manage. Therefore, the purpose of this work is to comp...

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Main Authors: María Concepción Vega-Hernández, Carmen Patino-Alonso
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/9/15/1816
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spelling doaj-74686b9149324b429b85cdfa3402d5022021-08-06T15:28:31ZengMDPI AGMathematics2227-73902021-07-0191816181610.3390/math9151816Comparing COSTATIS and Generalized Procrustes Analysis with Multi-Way Public Education Expenditure DataMaría Concepción Vega-Hernández0Carmen Patino-Alonso1Department of Statistics, University of Salamanca, 37007 Salamanca, SpainIGA Research Group, Department of Statistics, University of Salamanca, 37007 Salamanca, SpainGovernments serve a variety of purposes, and where governments spend their money has always been of concern to society. In particular, spending on public education is of great interest. However, the volume of this information can be difficult to manage. Therefore, the purpose of this work is to compare the COSTATIS method and generalized Procrustes analysis (GPA) when working with multi-way data. Despite the particular characteristics of each of them, they present similarities and differences that, when analyzed together, can provide complementary results to researchers. The COSTATIS consists of a co-inertia analysis of the compromise of two k-table analyses. The GPA method provides an optimal superimposed representation of individual configurations, and a common consensus configuration is constructed as the mean of all transformed configurations. In addition, the GPA method includes the translation, rotation and scaling of coordinates. In this study, both methods were applied, and the advantages and disadvantages of each are presented. The treated data are a sequence of tables from various countries where different public expenditures on education have been measured over time.https://www.mdpi.com/2227-7390/9/15/1816COSTATISgeneralized Procrustes analysismulti-waypublic education expenditurecountries
collection DOAJ
language English
format Article
sources DOAJ
author María Concepción Vega-Hernández
Carmen Patino-Alonso
spellingShingle María Concepción Vega-Hernández
Carmen Patino-Alonso
Comparing COSTATIS and Generalized Procrustes Analysis with Multi-Way Public Education Expenditure Data
Mathematics
COSTATIS
generalized Procrustes analysis
multi-way
public education expenditure
countries
author_facet María Concepción Vega-Hernández
Carmen Patino-Alonso
author_sort María Concepción Vega-Hernández
title Comparing COSTATIS and Generalized Procrustes Analysis with Multi-Way Public Education Expenditure Data
title_short Comparing COSTATIS and Generalized Procrustes Analysis with Multi-Way Public Education Expenditure Data
title_full Comparing COSTATIS and Generalized Procrustes Analysis with Multi-Way Public Education Expenditure Data
title_fullStr Comparing COSTATIS and Generalized Procrustes Analysis with Multi-Way Public Education Expenditure Data
title_full_unstemmed Comparing COSTATIS and Generalized Procrustes Analysis with Multi-Way Public Education Expenditure Data
title_sort comparing costatis and generalized procrustes analysis with multi-way public education expenditure data
publisher MDPI AG
series Mathematics
issn 2227-7390
publishDate 2021-07-01
description Governments serve a variety of purposes, and where governments spend their money has always been of concern to society. In particular, spending on public education is of great interest. However, the volume of this information can be difficult to manage. Therefore, the purpose of this work is to compare the COSTATIS method and generalized Procrustes analysis (GPA) when working with multi-way data. Despite the particular characteristics of each of them, they present similarities and differences that, when analyzed together, can provide complementary results to researchers. The COSTATIS consists of a co-inertia analysis of the compromise of two k-table analyses. The GPA method provides an optimal superimposed representation of individual configurations, and a common consensus configuration is constructed as the mean of all transformed configurations. In addition, the GPA method includes the translation, rotation and scaling of coordinates. In this study, both methods were applied, and the advantages and disadvantages of each are presented. The treated data are a sequence of tables from various countries where different public expenditures on education have been measured over time.
topic COSTATIS
generalized Procrustes analysis
multi-way
public education expenditure
countries
url https://www.mdpi.com/2227-7390/9/15/1816
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