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Copula-Based Non-Metric Unfolding on Augmented Data Matrix

Copula-based non-metric unfolding on augmented data matrix
Authors: Marta Nai Ruscone; Daniel Fernández; Antonio D’Ambrosio;

Copula-Based Non-Metric Unfolding on Augmented Data Matrix

Abstract

Daniel Fernández is a Serra-Húnter Fellow, a member of the Centro de Investigación Biomédica en Red de Salud Mental (Instituto de Salud Carlos III), and his work has been supported by the Ministerio de Ciencia e Innovación y Universidades (Spain) [PID2023-148033OB-C21], and by grant 2021 SGR 01421 (GRBIO) administrated by the Departament de Recerca i Universitats de la Generalitat de Catalunya (Spain). The research work of Antonio D’Ambrosio is supported by the European Union - NextGenerationEU, in the framework of the ECSC - Centro Nazionale HPC, Big Data e Quantum Comput-ing (ECSC E63C22000980007 – CUP CN_00000013).

A multidimensional unfolding technique that is not prone to degenerate solutions and is based on multidimensional scaling of a complete data matrix is proposed. We adopt the strategy of augmenting the data matrix, trying to build a complete dissimilarity matrix, by using copula-based association measures among rankings (the individuals), and between rankings and objects (namely, a rank-order representation of the objects through tied rankings). The proposed technique leads to acceptable recovery of given preference structures.

Peer Reviewed

Keywords

multidimensional scaling, Àrees temàtiques de la UPC::Matemàtiques i estadística, copulas, 330, Classification and discrimination; cluster analysis (statistical aspects), copulas, unfolding, multidimensional scaling, Unfolding, Copula; Multidimensional scaling; Unfolding, Copula, Copula, Multidimensional scaling, Unfolding, copula, Copulas, Unfolding;, Multidimensional scaling, unfolding, Multidimensional scaling

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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