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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Main Author:	Haron, Mohamad Hushnie
Format:	Thesis
Language:	English
Published:	2015
Subjects:	Microwave communication systems Microwaves. Including microwave circuits
Online Access:	http://ir.uitm.edu.my/id/eprint/15716/ http://ir.uitm.edu.my/id/eprint/15716/1/TM_MOHAMAD%20HUSHNIE%20HARON%20EE%2015_5.pdf

id	uitm-15716
recordtype	eprints
spelling	uitm-157162017-01-09T02:13:51Z http://ir.uitm.edu.my/id/eprint/15716/ Gender classification based on human radiation frequencies / Mohamad Hushnie Haron 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 NonPeerReviewed text en http://ir.uitm.edu.my/id/eprint/15716/1/TM_MOHAMAD%20HUSHNIE%20HARON%20EE%2015_5.pdf Haron, Mohamad Hushnie (2015) Gender classification based on human radiation frequencies / Mohamad Hushnie Haron. Masters thesis, Universiti Teknologi MARA.
repository_type	Digital Repository
institution_category	Local University
institution	Universiti Teknologi MARA
building	UiTM Institutional Repository
collection	Online Access
language	English
topic	Microwave communication systems Microwaves. Including microwave circuits
spellingShingle	Microwave communication systems Microwaves. Including microwave circuits 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
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
publishDate	2015
url	http://ir.uitm.edu.my/id/eprint/15716/ http://ir.uitm.edu.my/id/eprint/15716/1/TM_MOHAMAD%20HUSHNIE%20HARON%20EE%2015_5.pdf
first_indexed	2023-09-18T22:54:29Z
last_indexed	2023-09-18T22:54:29Z
_version_	1777417762279260160

Gender classification based on human radiation frequencies / Mohamad Hushnie Haron

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