Applying data mining classification techniques for employee’s performance prediction
The valuable knowledge can be discovered through data mining process.In data mining, classification is one of the major tasks to impart knowledge from huge amount of data. This technique is widely used in various fields, but it has not attracted much attention in Human Resource Management (HRM). Thi...
| Main Authors: | , , , |
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| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
2010
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| Subjects: | |
| Online Access: | https://repo.uum.edu.my/id/eprint/11231/1/PG601-607.pdf |
| _version_ | 1803626197252308992 |
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| author | Jantan, Hamidah Puteh, Mazidah Hamdan, Abdul Razak Ali Othman, Zulaiha |
| author_facet | Jantan, Hamidah Puteh, Mazidah Hamdan, Abdul Razak Ali Othman, Zulaiha |
| author_sort | Jantan, Hamidah |
| collection | UUM |
| description | The valuable knowledge can be discovered through data mining process.In data mining, classification is one of the major tasks to impart knowledge from huge amount of data. This technique is widely used in various fields, but it has not attracted much attention in Human Resource Management (HRM). This article presents a study on the implementation of data mining approach for employee development regarding to their future performance.By using this approach, the performance patterns can be discovered from the existing database and will be used for future performance prediction in their career development.
In the experimental phase, we have used selected classification techniques to propose the appropriate technique for the dataset. An experiment is carried out to demonstrate the feasibility of the suggested classification techniques using employee’s performance data. Thus, the experiment results, we suggest the potential classification techniques and the
possible prediction model for employee’s performance forecasting. |
| first_indexed | 2024-07-04T05:46:20Z |
| format | Conference or Workshop Item |
| id | uum-11231 |
| institution | Universiti Utara Malaysia |
| language | English |
| last_indexed | 2024-07-04T05:46:20Z |
| publishDate | 2010 |
| record_format | dspace |
| spelling | uum-112312014-06-05T00:33:54Z https://repo.uum.edu.my/id/eprint/11231/ Applying data mining classification techniques for employee’s performance prediction Jantan, Hamidah Puteh, Mazidah Hamdan, Abdul Razak Ali Othman, Zulaiha HD28 Management. Industrial Management The valuable knowledge can be discovered through data mining process.In data mining, classification is one of the major tasks to impart knowledge from huge amount of data. This technique is widely used in various fields, but it has not attracted much attention in Human Resource Management (HRM). This article presents a study on the implementation of data mining approach for employee development regarding to their future performance.By using this approach, the performance patterns can be discovered from the existing database and will be used for future performance prediction in their career development. In the experimental phase, we have used selected classification techniques to propose the appropriate technique for the dataset. An experiment is carried out to demonstrate the feasibility of the suggested classification techniques using employee’s performance data. Thus, the experiment results, we suggest the potential classification techniques and the possible prediction model for employee’s performance forecasting. 2010-05-25 Conference or Workshop Item PeerReviewed application/pdf en https://repo.uum.edu.my/id/eprint/11231/1/PG601-607.pdf Jantan, Hamidah and Puteh, Mazidah and Hamdan, Abdul Razak and Ali Othman, Zulaiha (2010) Applying data mining classification techniques for employee’s performance prediction. In: Knowledge Management International Conference 2010 (KMICe2010), 25-27 May 2010, Kuala Terengganu, Malaysia. http://www.kmice.uum.edu.my |
| spellingShingle | HD28 Management. Industrial Management Jantan, Hamidah Puteh, Mazidah Hamdan, Abdul Razak Ali Othman, Zulaiha Applying data mining classification techniques for employee’s performance prediction |
| title | Applying data mining classification techniques for employee’s performance prediction |
| title_full | Applying data mining classification techniques for employee’s performance prediction |
| title_fullStr | Applying data mining classification techniques for employee’s performance prediction |
| title_full_unstemmed | Applying data mining classification techniques for employee’s performance prediction |
| title_short | Applying data mining classification techniques for employee’s performance prediction |
| title_sort | applying data mining classification techniques for employee s performance prediction |
| topic | HD28 Management. Industrial Management |
| url | https://repo.uum.edu.my/id/eprint/11231/1/PG601-607.pdf |
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