Gender classification based on human radiation frequencies / Mohamad Hushnie Haron

It is commonly known that living organism emits endogenous electromagnetic radiation. These electric and magnetic waves in electromagnetic radiation have certain characteristics such as frequency, wavelength and amplitude. Based on one of these characteristics namely frequency, a research focuses on...

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Bibliographic Details
Main Author:	Haron, Mohamad Hushnie
Format:	Thesis
Language:	English
Published:	2015
Subjects:	Microwave communication systems
Online Access:	https://ir.uitm.edu.my/id/eprint/15716/1/TM_MOHAMAD%20HUSHNIE%20HARON%20EE%2015_5.pdf
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id	my-uitm-ir.15716
record_format	uketd_dc
spelling	my-uitm-ir.157162022-03-10T00:18:14Z Gender classification based on human radiation frequencies / Mohamad Hushnie Haron 2015 Haron, Mohamad Hushnie Microwave communication systems Microwaves. Including microwave circuits It is commonly known that living organism emits endogenous electromagnetic radiation. These electric and magnetic waves in electromagnetic radiation have certain characteristics such as frequency, wavelength and amplitude. Based on one of these characteristics namely frequency, a research focuses on classification of human gender was conducted. The goal of this research is to classify human gender using human radiation measured in frequency. In this research, the radiation emitted from nine points on human body was measured and analyzed using mean and min-max normalization. The hypothesis of this research which states that the frequencies of male radiation are not equal to the frequencies of female radiation was tested. Next, feature extraction on nine human radiation points was performed using Pearson's, Spearman's and Point Biserial correlation. From these correlations, two groups of points were selected and extracted. The extracted points together with nine points were used in gender classification and classifier validation. The results show that group using Point Biserial correlation achieved higher accuracy compared to group using Pearson’s and Spearman's correlation. Hence, human radiation frequencies can be used for gender classification. The outcome from this research can be used in many applications such as biometric recognition, visual surveillance, social networking and etc. 2015 Thesis https://ir.uitm.edu.my/id/eprint/15716/ https://ir.uitm.edu.my/id/eprint/15716/1/TM_MOHAMAD%20HUSHNIE%20HARON%20EE%2015_5.pdf text en public mphil masters Universiti Teknologi MARA Faculty of Electrical Engineering
institution	Universiti Teknologi MARA
collection	UiTM Institutional Repository
language	English
topic	Microwave communication systems Microwave communication systems
spellingShingle	Microwave communication systems Microwave communication systems Haron, Mohamad Hushnie Gender classification based on human radiation frequencies / Mohamad Hushnie Haron
description	It is commonly known that living organism emits endogenous electromagnetic radiation. These electric and magnetic waves in electromagnetic radiation have certain characteristics such as frequency, wavelength and amplitude. Based on one of these characteristics namely frequency, a research focuses on classification of human gender was conducted. The goal of this research is to classify human gender using human radiation measured in frequency. In this research, the radiation emitted from nine points on human body was measured and analyzed using mean and min-max normalization. The hypothesis of this research which states that the frequencies of male radiation are not equal to the frequencies of female radiation was tested. Next, feature extraction on nine human radiation points was performed using Pearson's, Spearman's and Point Biserial correlation. From these correlations, two groups of points were selected and extracted. The extracted points together with nine points were used in gender classification and classifier validation. The results show that group using Point Biserial correlation achieved higher accuracy compared to group using Pearson’s and Spearman's correlation. Hence, human radiation frequencies can be used for gender classification. The outcome from this research can be used in many applications such as biometric recognition, visual surveillance, social networking and etc.
format	Thesis
qualification_name	Master of Philosophy (M.Phil.)
qualification_level	Master's degree
author	Haron, Mohamad Hushnie
author_facet	Haron, Mohamad Hushnie
author_sort	Haron, Mohamad Hushnie
title	Gender classification based on human radiation frequencies / Mohamad Hushnie Haron
title_short	Gender classification based on human radiation frequencies / Mohamad Hushnie Haron
title_full	Gender classification based on human radiation frequencies / Mohamad Hushnie Haron
title_fullStr	Gender classification based on human radiation frequencies / Mohamad Hushnie Haron
title_full_unstemmed	Gender classification based on human radiation frequencies / Mohamad Hushnie Haron
title_sort	gender classification based on human radiation frequencies / mohamad hushnie haron
granting_institution	Universiti Teknologi MARA
granting_department	Faculty of Electrical Engineering
publishDate	2015
url	https://ir.uitm.edu.my/id/eprint/15716/1/TM_MOHAMAD%20HUSHNIE%20HARON%20EE%2015_5.pdf
_version_	1783733445710577664

Gender classification based on human radiation frequencies / Mohamad Hushnie Haron

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