Detection of outliers in the response and explanatory variables of the simple circular regression model
The circular regression model may contain one or more data points which appear to be peculiar or inconsistent with the main part of the model. This may be occur due to recording errors, sudden short events, sampling under abnormal conditions etc. The existence of these data points “outliers” in the...
| Main Authors: | , , , |
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| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
AIP Publishing
2016
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| Online Access: | http://psasir.upm.edu.my/id/eprint/57181/ http://psasir.upm.edu.my/id/eprint/57181/1/Detection%20of%20outliers%20in%20the%20response%20and%20explanatory%20variables%20of%20the%20simple%20circular%20regression%20model.pdf |
| _version_ | 1848853293546078208 |
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| author | Mahmood, Ehab A. Rana, Md. Sohel Hussin, Abdul Ghapor Midi, Habshah |
| author_facet | Mahmood, Ehab A. Rana, Md. Sohel Hussin, Abdul Ghapor Midi, Habshah |
| author_sort | Mahmood, Ehab A. |
| building | UPM Institutional Repository |
| collection | Online Access |
| description | The circular regression model may contain one or more data points which appear to be peculiar or inconsistent with the main part of the model. This may be occur due to recording errors, sudden short events, sampling under abnormal conditions etc. The existence of these data points “outliers” in the data set cause lot of problems in the research results and the conclusions. Therefore, we should identify them before applying statistical analysis. In this article, we aim to propose a statistic to identify outliers in the both of the response and explanatory variables of the simple circular regression model. Our proposed statistic is robust circular distance RCDxy and it is justified by the three robust measurements such as proportion of detection outliers, masking and swamping rates. |
| first_indexed | 2025-11-15T10:51:40Z |
| format | Conference or Workshop Item |
| id | upm-57181 |
| institution | Universiti Putra Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-15T10:51:40Z |
| publishDate | 2016 |
| publisher | AIP Publishing |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | upm-571812018-01-10T05:34:53Z http://psasir.upm.edu.my/id/eprint/57181/ Detection of outliers in the response and explanatory variables of the simple circular regression model Mahmood, Ehab A. Rana, Md. Sohel Hussin, Abdul Ghapor Midi, Habshah The circular regression model may contain one or more data points which appear to be peculiar or inconsistent with the main part of the model. This may be occur due to recording errors, sudden short events, sampling under abnormal conditions etc. The existence of these data points “outliers” in the data set cause lot of problems in the research results and the conclusions. Therefore, we should identify them before applying statistical analysis. In this article, we aim to propose a statistic to identify outliers in the both of the response and explanatory variables of the simple circular regression model. Our proposed statistic is robust circular distance RCDxy and it is justified by the three robust measurements such as proportion of detection outliers, masking and swamping rates. AIP Publishing 2016 Conference or Workshop Item PeerReviewed application/pdf en http://psasir.upm.edu.my/id/eprint/57181/1/Detection%20of%20outliers%20in%20the%20response%20and%20explanatory%20variables%20of%20the%20simple%20circular%20regression%20model.pdf Mahmood, Ehab A. and Rana, Md. Sohel and Hussin, Abdul Ghapor and Midi, Habshah (2016) Detection of outliers in the response and explanatory variables of the simple circular regression model. In: 2nd International Conference on Mathematical Sciences and Statistics (ICMSS2016), 26-28 Jan. 2016, Kuala Lumpur, Malaysia. (pp. 1-7). 10.1063/1.4952561 |
| spellingShingle | Mahmood, Ehab A. Rana, Md. Sohel Hussin, Abdul Ghapor Midi, Habshah Detection of outliers in the response and explanatory variables of the simple circular regression model |
| title | Detection of outliers in the response and explanatory variables of the simple circular regression model |
| title_full | Detection of outliers in the response and explanatory variables of the simple circular regression model |
| title_fullStr | Detection of outliers in the response and explanatory variables of the simple circular regression model |
| title_full_unstemmed | Detection of outliers in the response and explanatory variables of the simple circular regression model |
| title_short | Detection of outliers in the response and explanatory variables of the simple circular regression model |
| title_sort | detection of outliers in the response and explanatory variables of the simple circular regression model |
| url | http://psasir.upm.edu.my/id/eprint/57181/ http://psasir.upm.edu.my/id/eprint/57181/ http://psasir.upm.edu.my/id/eprint/57181/1/Detection%20of%20outliers%20in%20the%20response%20and%20explanatory%20variables%20of%20the%20simple%20circular%20regression%20model.pdf |