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64116

New Hybrid Algorithm for Human Cancer Diseases Classification

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Last updated: 25 Dec 2024

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Abstract

"> Cancer disease, in any of its forms, represents a major cause of death worldwide. Hence, detecting the cancer disease earlier and classifying the different tumor types is of the greatest importance. Early diagnosis of various tumor types gives better treatment and minimization of toxicity on patients. Accordingly, creating methodologies that able to differentiate efficiently between cancer subtypes is essential. This paper presents a new hybrid methodology to classify Human cancer diseases based on the gene expression profiles. The proposed methodology combines both Information gain (IG) and Deep Genetic Algorithm (DGA). It first uses IG for feature selection, then uses Genetic Algorithm (GA) for feature reduction and finally uses Genetic
Programming (GP) for cancer types' classification. The proposed methodology is evaluated by classifying cancer diseases in seven cancer datasets and the results are compared with that obtained by the most recent approaches.

DOI

10.21608/mjeer.2016.64116

Authors

First Name

Hanaa

Last Name

Salem

MiddleName

-

Affiliation

Communications & Computer Dept., Faculty of Engineering, Delta University, Egypt

Email

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City

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Orcid

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First Name

Gamal

Last Name

Attiya

MiddleName

-

Affiliation

Dept. of Computer Science and Eng., Faculty of Elect., Eng., Menoufia University

Email

gamal.attiya@yahoo.com

City

-

Orcid

0000-0002-4771-9165

First Name

Nawal

Last Name

El-Fishawy

MiddleName

-

Affiliation

Dept. of Computer Science and Eng., Faculty of Elect., Eng., Menoufia University

Email

nelfishawy@hotmail.com

City

-

Orcid

-

Volume

25

Article Issue

2

Related Issue

9501

Issue Date

2016-07-01

Receive Date

2016-03-02

Publish Date

2016-07-01

Page Start

267

Page End

282

Print ISSN

1687-1189

Online ISSN

2682-3535

Link

https://mjeer.journals.ekb.eg/article_64116.html

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https://mjeer.journals.ekb.eg/service?article_code=64116

Order

9

Type

Original Article

Type Code

1,088

Publication Type

Journal

Publication Title

Menoufia Journal of Electronic Engineering Research

Publication Link

https://mjeer.journals.ekb.eg/

MainTitle

New Hybrid Algorithm for Human Cancer Diseases Classification

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Type

Article

Created At

22 Jan 2023