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A Risk Decision-Making Model Based on Kalman Filter for Intellectual Property Pledge Financing
Risk dynamic early warning is of great importance for financing risk decision-making. Intellectual property (IP) pledge financing is an effective way to alleviate the financial difficulties for technologically small- and medium-sized enterprises (SMEs). It is very important to study the financing ri...
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/PMC8898870/ https://www.ncbi.nlm.nih.gov/pubmed/35265115 http://dx.doi.org/10.1155/2022/8025455 |
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author | Yin, Xianan Ming, Hua Bao, Xinzhong |
author_facet | Yin, Xianan Ming, Hua Bao, Xinzhong |
author_sort | Yin, Xianan |
collection | PubMed |
description | Risk dynamic early warning is of great importance for financing risk decision-making. Intellectual property (IP) pledge financing is an effective way to alleviate the financial difficulties for technologically small- and medium-sized enterprises (SMEs). It is very important to study the financing risk decision-making because of its higher risk compared with other mortgage loans. Based on Kalman filter, we establish the pledge financing risk decision-making model and extract the key variables affecting financing risk by principal component analysis. We test the model with 88 listed SMEs. The results show that the average error between the predicted and the real values is 8.5% and the overall recognition accuracy of the model is 89.1%. The risk decision-making model has high discriminant accuracy and can provide evidence to risk decision-making. |
format | Online Article Text |
id | pubmed-8898870 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-88988702022-03-08 A Risk Decision-Making Model Based on Kalman Filter for Intellectual Property Pledge Financing Yin, Xianan Ming, Hua Bao, Xinzhong Comput Intell Neurosci Research Article Risk dynamic early warning is of great importance for financing risk decision-making. Intellectual property (IP) pledge financing is an effective way to alleviate the financial difficulties for technologically small- and medium-sized enterprises (SMEs). It is very important to study the financing risk decision-making because of its higher risk compared with other mortgage loans. Based on Kalman filter, we establish the pledge financing risk decision-making model and extract the key variables affecting financing risk by principal component analysis. We test the model with 88 listed SMEs. The results show that the average error between the predicted and the real values is 8.5% and the overall recognition accuracy of the model is 89.1%. The risk decision-making model has high discriminant accuracy and can provide evidence to risk decision-making. Hindawi 2022-02-27 /pmc/articles/PMC8898870/ /pubmed/35265115 http://dx.doi.org/10.1155/2022/8025455 Text en Copyright © 2022 Xianan Yin 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 Yin, Xianan Ming, Hua Bao, Xinzhong A Risk Decision-Making Model Based on Kalman Filter for Intellectual Property Pledge Financing |
title | A Risk Decision-Making Model Based on Kalman Filter for Intellectual Property Pledge Financing |
title_full | A Risk Decision-Making Model Based on Kalman Filter for Intellectual Property Pledge Financing |
title_fullStr | A Risk Decision-Making Model Based on Kalman Filter for Intellectual Property Pledge Financing |
title_full_unstemmed | A Risk Decision-Making Model Based on Kalman Filter for Intellectual Property Pledge Financing |
title_short | A Risk Decision-Making Model Based on Kalman Filter for Intellectual Property Pledge Financing |
title_sort | risk decision-making model based on kalman filter for intellectual property pledge financing |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8898870/ https://www.ncbi.nlm.nih.gov/pubmed/35265115 http://dx.doi.org/10.1155/2022/8025455 |
work_keys_str_mv | AT yinxianan ariskdecisionmakingmodelbasedonkalmanfilterforintellectualpropertypledgefinancing AT minghua ariskdecisionmakingmodelbasedonkalmanfilterforintellectualpropertypledgefinancing AT baoxinzhong ariskdecisionmakingmodelbasedonkalmanfilterforintellectualpropertypledgefinancing AT yinxianan riskdecisionmakingmodelbasedonkalmanfilterforintellectualpropertypledgefinancing AT minghua riskdecisionmakingmodelbasedonkalmanfilterforintellectualpropertypledgefinancing AT baoxinzhong riskdecisionmakingmodelbasedonkalmanfilterforintellectualpropertypledgefinancing |