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Unveiling the impact of managerial traits on investor decision prediction: ANFIS approach

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Main Authors: Asefeh, Asemi, Adeleh, Asemi, Andrea, Ko
Format: Book
Language:English
Published: Springer 2023
Subjects:
input data
ANFIS
Online Access:https://link.springer.com/article/10.1007/s00500-023-08102-2
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8070
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spelling oai:localhost:PNK-80702023-04-19T04:39:41Z Unveiling the impact of managerial traits on investor decision prediction: ANFIS approach Asefeh, Asemi Adeleh, Asemi Andrea, Ko input data ANFIS CC BY Investment decisions are influenced by various factors, including personal characteristics and managerial issues. In this research, we aimed to investigate the impact of managerial traits on investment decisions by using adaptive neuro-fuzzy inference system (ANFIS) to develop a personalized investment recommendation system. We collected data from potential investors through a survey, which included questions on investment-types, investment habits, and managerial traits. The survey data were used to create an ANFIS model, which is a hybrid model that combines the strengths of both artificial neural networks and fuzzy logic systems. The ANFIS model was trained using 1542 survey data pairs, and the model's performance was evaluated using a validation set. The results of the ANFIS model showed that the model had a minimal training root mean square error of 0.837341. The ANFIS model was able to effectively capture the relationship between managerial traits and investment decisions and was able to make personalized investment recommendations based on the input data. 2023-04-19T04:39:41Z 2023-04-19T04:39:41Z 2023 Book https://link.springer.com/article/10.1007/s00500-023-08102-2 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8070 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic input data
ANFIS
spellingShingle input data
ANFIS
Asefeh, Asemi
Adeleh, Asemi
Andrea, Ko
Unveiling the impact of managerial traits on investor decision prediction: ANFIS approach
description CC BY
format Book
author Asefeh, Asemi
Adeleh, Asemi
Andrea, Ko
author_facet Asefeh, Asemi
Adeleh, Asemi
Andrea, Ko
author_sort Asefeh, Asemi
title Unveiling the impact of managerial traits on investor decision prediction: ANFIS approach
title_short Unveiling the impact of managerial traits on investor decision prediction: ANFIS approach
title_full Unveiling the impact of managerial traits on investor decision prediction: ANFIS approach
title_fullStr Unveiling the impact of managerial traits on investor decision prediction: ANFIS approach
title_full_unstemmed Unveiling the impact of managerial traits on investor decision prediction: ANFIS approach
title_sort unveiling the impact of managerial traits on investor decision prediction: anfis approach
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s00500-023-08102-2
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8070
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score 8.891145

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