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Greedy Strategies with Multiobjective Optimization for Investment Portfolio Problem Modeling
The ultimate purpose of portfolio investment is to reduce investment risk and improve total return on the premise of ensuring reasonable allocation of capital. In this paper, we build a quantitative model to advise on trading based on the price movement of Bitcoin and gold between 2016 and 2021; our...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9135535/ https://www.ncbi.nlm.nih.gov/pubmed/35634064 http://dx.doi.org/10.1155/2022/4862772 |
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author | Zhang, Xinchen Zhang, Linghao Zhou, Qincheng Jin, Xu |
author_facet | Zhang, Xinchen Zhang, Linghao Zhou, Qincheng Jin, Xu |
author_sort | Zhang, Xinchen |
collection | PubMed |
description | The ultimate purpose of portfolio investment is to reduce investment risk and improve total return on the premise of ensuring reasonable allocation of capital. In this paper, we build a quantitative model to advise on trading based on the price movement of Bitcoin and gold between 2016 and 2021; our goal is to maximize profit while minimizing risk. We mainly use greedy strategies with multiobjective optimization models. For the purpose of obtaining the correct price trend, some popular trend indicator strategies are referred to predict the future price trend in the medium and long term. In addition, we also consider people with different trading preferences and divided them into aggressive, advanced, balanced, and cautious and provided trading strategies for each of these four groups. This gives our model scalability. Finally, we analyze the sensitivity of the model and discuss the impact of trading commission costs on the model results. The model can be applicable to various investment situations. |
format | Online Article Text |
id | pubmed-9135535 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-91355352022-05-27 Greedy Strategies with Multiobjective Optimization for Investment Portfolio Problem Modeling Zhang, Xinchen Zhang, Linghao Zhou, Qincheng Jin, Xu Comput Intell Neurosci Research Article The ultimate purpose of portfolio investment is to reduce investment risk and improve total return on the premise of ensuring reasonable allocation of capital. In this paper, we build a quantitative model to advise on trading based on the price movement of Bitcoin and gold between 2016 and 2021; our goal is to maximize profit while minimizing risk. We mainly use greedy strategies with multiobjective optimization models. For the purpose of obtaining the correct price trend, some popular trend indicator strategies are referred to predict the future price trend in the medium and long term. In addition, we also consider people with different trading preferences and divided them into aggressive, advanced, balanced, and cautious and provided trading strategies for each of these four groups. This gives our model scalability. Finally, we analyze the sensitivity of the model and discuss the impact of trading commission costs on the model results. The model can be applicable to various investment situations. Hindawi 2022-05-19 /pmc/articles/PMC9135535/ /pubmed/35634064 http://dx.doi.org/10.1155/2022/4862772 Text en Copyright © 2022 Xinchen Zhang et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Zhang, Xinchen Zhang, Linghao Zhou, Qincheng Jin, Xu Greedy Strategies with Multiobjective Optimization for Investment Portfolio Problem Modeling |
title | Greedy Strategies with Multiobjective Optimization for Investment Portfolio Problem Modeling |
title_full | Greedy Strategies with Multiobjective Optimization for Investment Portfolio Problem Modeling |
title_fullStr | Greedy Strategies with Multiobjective Optimization for Investment Portfolio Problem Modeling |
title_full_unstemmed | Greedy Strategies with Multiobjective Optimization for Investment Portfolio Problem Modeling |
title_short | Greedy Strategies with Multiobjective Optimization for Investment Portfolio Problem Modeling |
title_sort | greedy strategies with multiobjective optimization for investment portfolio problem modeling |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9135535/ https://www.ncbi.nlm.nih.gov/pubmed/35634064 http://dx.doi.org/10.1155/2022/4862772 |
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