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109144

Machine and Deep Learning Approaches in Genome: Review Article

Article

Last updated: 22 Jan 2023

Subjects

-

Tags

Mathematics & computer sciences and physics.

Abstract

Throughout the years Machine Learning (ML) has increased a lot of consideration on ordinary products as search, filters, recognition and recently genomics. Various strategies incorporate sophisticated artificial neural system designs and are all known as applications of Deep Learning (DL). These days, deep learning could be a current and a fortifying field of machine learning. Deep Learning models have fair been shown prepared for both enhancing data encoding simplicity and prescient design execution over elective methodologies. Also deep learning techniques have been shown to reflect and learn unsurprising relationships in various different types of data and to guarantee that the future of genomics research and precise medicine applications will change. DL applications in genomic field is rapidly developed.
This review presents a clarification for machine learning and deep learning methods utilized in genomics. And the main goal is to show a detailed comprehensive overview on the available ML and DL techniques used in genomics.

DOI

10.21608/ajbas.2020.34160.1023

Keywords

Genomics, DNA, Neural network, Deep learning

Authors

First Name

Bossy

Last Name

Mostafa

MiddleName

M.

Affiliation

Department of Mathematics and Computer Science, Faculty of Science, PortSaid University, Port Said, Egypt

Email

eng.bossy@hotmail.com

City

-

Orcid

-

First Name

Noha

Last Name

El-Attar

MiddleName

-

Affiliation

Department of Information Systems, Faculty of Computers and AI, Benha University, Benha, Egypt

Email

noha.ezzat@fci.bu.edu.eg

City

-

Orcid

-

First Name

Samy

Last Name

Abd-Elhafeez

MiddleName

-

Affiliation

Department of Mathematics and Computer Science, Faculty of Science, Portsaid University, Portsaid, Egypt.

Email

samyabdelhafeez1952@gmail.com

City

Portsaid

Orcid

-

First Name

Wael

Last Name

Awad

MiddleName

-

Affiliation

Department of Mathematics and Computer Science, Faculty of Science, Portsaid University, Portsaid, Egypt.

Email

wael_abdelkader@sci.psu.edu.eg

City

Port Said

Orcid

-

Volume

2

Article Issue

1

Related Issue

20085

Issue Date

2021-01-01

Receive Date

2020-07-15

Publish Date

2021-01-01

Page Start

105

Page End

113

Online ISSN

2682-275X

Link

https://ajbas.journals.ekb.eg/article_109144.html

Detail API

https://ajbas.journals.ekb.eg/service?article_code=109144

Order

11

Type

Review Article

Type Code

1,409

Publication Type

Journal

Publication Title

Alfarama Journal of Basic & Applied Sciences

Publication Link

https://ajbas.journals.ekb.eg/

MainTitle

-

Details

Type

Article

Created At

22 Jan 2023