Trust score measurement method for web donor selection and imputation of missing values
The effects of trust score measurement is web donor selection is evaluated in this study. The performance of the proposed method is conducted by running a prediction model on the imputed dataset. Thus, several experiments were carried out to quantify the impact of the prediction model via Root Mean...
| Main Authors: | , , , , , , , , |
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| Format: | Article |
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Little Lion Scientific
2021
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| _version_ | 1825937361016455168 |
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| author | Jaya, M. Izham Sidi, Fatimah Bukar, Umar Ali Ishak, Iskandar Ibrahim, Hamidah Affendey, Lilly Suriani A. Jabar, Marzanah Devaraj, Navin Kumar Alabadla, Mustafa |
| author_facet | Jaya, M. Izham Sidi, Fatimah Bukar, Umar Ali Ishak, Iskandar Ibrahim, Hamidah Affendey, Lilly Suriani A. Jabar, Marzanah Devaraj, Navin Kumar Alabadla, Mustafa |
| author_sort | Jaya, M. Izham |
| collection | UPM |
| description | The effects of trust score measurement is web donor selection is evaluated in this study. The performance of the proposed method is conducted by running a prediction model on the imputed dataset. Thus, several experiments were carried out to quantify the impact of the prediction model via Root Mean Squared Error (RMSE) and F-Measure. The results demonstrate that the proposed method improves the performance of existing web donor selection. The results showed that the RMSE, prediction accuracy, and F-Measure are improved when the prediction model is trained with datasets imputed using the proposed method. This research contributed to improved data quality, especially to the information system (IS) and database field, where good data quality benefited the data analysis performance. |
| first_indexed | 2024-03-06T10:58:22Z |
| format | Article |
| id | upm.eprints-93446 |
| institution | Universiti Putra Malaysia |
| last_indexed | 2024-03-06T10:58:22Z |
| publishDate | 2021 |
| publisher | Little Lion Scientific |
| record_format | dspace |
| spelling | upm.eprints-934462023-01-12T06:32:10Z http://psasir.upm.edu.my/id/eprint/93446/ Trust score measurement method for web donor selection and imputation of missing values Jaya, M. Izham Sidi, Fatimah Bukar, Umar Ali Ishak, Iskandar Ibrahim, Hamidah Affendey, Lilly Suriani A. Jabar, Marzanah Devaraj, Navin Kumar Alabadla, Mustafa The effects of trust score measurement is web donor selection is evaluated in this study. The performance of the proposed method is conducted by running a prediction model on the imputed dataset. Thus, several experiments were carried out to quantify the impact of the prediction model via Root Mean Squared Error (RMSE) and F-Measure. The results demonstrate that the proposed method improves the performance of existing web donor selection. The results showed that the RMSE, prediction accuracy, and F-Measure are improved when the prediction model is trained with datasets imputed using the proposed method. This research contributed to improved data quality, especially to the information system (IS) and database field, where good data quality benefited the data analysis performance. Little Lion Scientific 2021-12-15 Article PeerReviewed Jaya, M. Izham and Sidi, Fatimah and Bukar, Umar Ali and Ishak, Iskandar and Ibrahim, Hamidah and Affendey, Lilly Suriani and A. Jabar, Marzanah and Devaraj, Navin Kumar and Alabadla, Mustafa (2021) Trust score measurement method for web donor selection and imputation of missing values. Journal of Theoretical and Applied Information Technology, 99 (23). 5898 - 5909. ISSN 1992-8645; ESSN: 1817-3195 http://www.jatit.org/volumes/ninetynine23.php |
| spellingShingle | Jaya, M. Izham Sidi, Fatimah Bukar, Umar Ali Ishak, Iskandar Ibrahim, Hamidah Affendey, Lilly Suriani A. Jabar, Marzanah Devaraj, Navin Kumar Alabadla, Mustafa Trust score measurement method for web donor selection and imputation of missing values |
| title | Trust score measurement method for web donor selection and imputation of missing values |
| title_full | Trust score measurement method for web donor selection and imputation of missing values |
| title_fullStr | Trust score measurement method for web donor selection and imputation of missing values |
| title_full_unstemmed | Trust score measurement method for web donor selection and imputation of missing values |
| title_short | Trust score measurement method for web donor selection and imputation of missing values |
| title_sort | trust score measurement method for web donor selection and imputation of missing values |
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