Age estimation based on bone length using 12 regression models of left hand X-ray images for Asian children below 19 years old
Age estimation was used in forensic anthropology to help in the identification of individual remains and living person. However, the estimation methods tend to be unique and applicable only to a certain population. This paper analyzed age estimation using twelve regression models carried out on X-ra...
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my.utm.577132017-02-01T01:04:55Z http://eprints.utm.my/id/eprint/57713/ Age estimation based on bone length using 12 regression models of left hand X-ray images for Asian children below 19 years old Darmawan, Mohd. Faaizie Mohamad Yusuf, Suhaila Abdul Kadir, Mohammed Rafiq Haron, Habibollah QA75 Electronic computers. Computer science Age estimation was used in forensic anthropology to help in the identification of individual remains and living person. However, the estimation methods tend to be unique and applicable only to a certain population. This paper analyzed age estimation using twelve regression models carried out on X-ray images of the left hand taken from an Asian data set for subjects under the age of 19. All the nineteen bones of the left hand were measured using free image software and the statistical analysis were performed using SPSS. There are two methods to determine age in this study which are single bone method and all bones method. For single bone method, S-curve regression model was found to have the highest R-square value using second metacarpal for males, and third proximal phalanx for females. For age estimation using single bone, fifth metacarpal from males and fifth proximal phalanx from females can be used due to the lowest mean square error (MSE) value. To conclude, multiple linear regressions is the best techniques for age estimation in cases where all bones are available, but if not, S-curve regression can be used using single bone method Elsevier 2015-03 Article PeerReviewed Darmawan, Mohd. Faaizie and Mohamad Yusuf, Suhaila and Abdul Kadir, Mohammed Rafiq and Haron, Habibollah (2015) Age estimation based on bone length using 12 regression models of left hand X-ray images for Asian children below 19 years old. Legal Medicine, 17 (2). pp. 71-78. ISSN 1344-6223 http://dx.doi.org/10.1016/j.legalmed.2014.09.006 DOI:10.1016/j.legalmed.2014.09.006 |
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QA75 Electronic computers. Computer science Darmawan, Mohd. Faaizie Mohamad Yusuf, Suhaila Abdul Kadir, Mohammed Rafiq Haron, Habibollah Age estimation based on bone length using 12 regression models of left hand X-ray images for Asian children below 19 years old |
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Age estimation was used in forensic anthropology to help in the identification of individual remains and living person. However, the estimation methods tend to be unique and applicable only to a certain population. This paper analyzed age estimation using twelve regression models carried out on X-ray images of the left hand taken from an Asian data set for subjects under the age of 19. All the nineteen bones of the left hand were measured using free image software and the statistical analysis were performed using SPSS. There are two methods to determine age in this study which are single bone method and all bones method. For single bone method, S-curve regression model was found to have the highest R-square value using second metacarpal for males, and third proximal phalanx for females. For age estimation using single bone, fifth metacarpal from males and fifth proximal phalanx from females can be used due to the lowest mean square error (MSE) value. To conclude, multiple linear regressions is the best techniques for age estimation in cases where all bones are available, but if not, S-curve regression can be used using single bone method |
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Article |
author |
Darmawan, Mohd. Faaizie Mohamad Yusuf, Suhaila Abdul Kadir, Mohammed Rafiq Haron, Habibollah |
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Darmawan, Mohd. Faaizie Mohamad Yusuf, Suhaila Abdul Kadir, Mohammed Rafiq Haron, Habibollah |
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Darmawan, Mohd. Faaizie |
title |
Age estimation based on bone length using 12 regression models of left hand X-ray images for Asian children below 19 years old |
title_short |
Age estimation based on bone length using 12 regression models of left hand X-ray images for Asian children below 19 years old |
title_full |
Age estimation based on bone length using 12 regression models of left hand X-ray images for Asian children below 19 years old |
title_fullStr |
Age estimation based on bone length using 12 regression models of left hand X-ray images for Asian children below 19 years old |
title_full_unstemmed |
Age estimation based on bone length using 12 regression models of left hand X-ray images for Asian children below 19 years old |
title_sort |
age estimation based on bone length using 12 regression models of left hand x-ray images for asian children below 19 years old |
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Elsevier |
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2015 |
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http://eprints.utm.my/id/eprint/57713/ http://dx.doi.org/10.1016/j.legalmed.2014.09.006 |
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