Unveiling the impact of managerial traits on investor decision prediction: ANFIS approach
CC BY
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| Định dạng: | Sách |
| Ngôn ngữ: | English |
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Springer
2023
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| Truy cập trực tuyến: | https://link.springer.com/article/10.1007/s00500-023-08102-2 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8070 |
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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 |
| _version_ |
1763633855815745536 |
| score |
8.89252 |