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Interval-based stochastic dominance: theoretical framework and application to portfolio choices
We introduce a new stochastic dominance relationship, the interval-based stochastic dominance (ISD). By choosing different reference points, we show that ISD may span a continuum of preferences between kth and [Formula: see text] th order stochastic dominance (SD). We distinguish accordingly between...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8404040/ https://www.ncbi.nlm.nih.gov/pubmed/34483426 http://dx.doi.org/10.1007/s10479-021-04231-9 |
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author | Liu, Jia Chen, Zhiping Consigli, Giorgio |
author_facet | Liu, Jia Chen, Zhiping Consigli, Giorgio |
author_sort | Liu, Jia |
collection | PubMed |
description | We introduce a new stochastic dominance relationship, the interval-based stochastic dominance (ISD). By choosing different reference points, we show that ISD may span a continuum of preferences between kth and [Formula: see text] th order stochastic dominance (SD). We distinguish accordingly between interval-based (or shortly just interval) SD of order 1 and of order 2: the former spanning from first- to second-order stochastic dominance, the latter from second- to third-order stochastic dominance. By examining the relationships between interval-based SD and SD, as well as between ISD and risk measures or utility functions, we frame the concept within decision theory and clarify its implications when applied to an optimal financial allocation problem. The formulation of ISD-constrained problems in the presence of discrete random variables is discussed in detail and applied to a portfolio selection problem. |
format | Online Article Text |
id | pubmed-8404040 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-84040402021-08-30 Interval-based stochastic dominance: theoretical framework and application to portfolio choices Liu, Jia Chen, Zhiping Consigli, Giorgio Ann Oper Res Original Research We introduce a new stochastic dominance relationship, the interval-based stochastic dominance (ISD). By choosing different reference points, we show that ISD may span a continuum of preferences between kth and [Formula: see text] th order stochastic dominance (SD). We distinguish accordingly between interval-based (or shortly just interval) SD of order 1 and of order 2: the former spanning from first- to second-order stochastic dominance, the latter from second- to third-order stochastic dominance. By examining the relationships between interval-based SD and SD, as well as between ISD and risk measures or utility functions, we frame the concept within decision theory and clarify its implications when applied to an optimal financial allocation problem. The formulation of ISD-constrained problems in the presence of discrete random variables is discussed in detail and applied to a portfolio selection problem. Springer US 2021-08-30 2021 /pmc/articles/PMC8404040/ /pubmed/34483426 http://dx.doi.org/10.1007/s10479-021-04231-9 Text en © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Original Research Liu, Jia Chen, Zhiping Consigli, Giorgio Interval-based stochastic dominance: theoretical framework and application to portfolio choices |
title | Interval-based stochastic dominance: theoretical framework and application to portfolio choices |
title_full | Interval-based stochastic dominance: theoretical framework and application to portfolio choices |
title_fullStr | Interval-based stochastic dominance: theoretical framework and application to portfolio choices |
title_full_unstemmed | Interval-based stochastic dominance: theoretical framework and application to portfolio choices |
title_short | Interval-based stochastic dominance: theoretical framework and application to portfolio choices |
title_sort | interval-based stochastic dominance: theoretical framework and application to portfolio choices |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8404040/ https://www.ncbi.nlm.nih.gov/pubmed/34483426 http://dx.doi.org/10.1007/s10479-021-04231-9 |
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