A Systematic Literature Review on Support Vector Machines Applied to Classification

Miguel Angel Cano Lengua; Erik Alex Papa Quiroz

doi:10.1109/EIRCON51178.2020.9254028

A Systematic Literature Review on Support Vector Machines Applied to Classification

Miguel Angel Cano Lengua, Erik Alex Papa Quiroz

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

3 Scopus citations

Abstract

This paper aims to identify the current state of the art of the latest research related to support vector machines through a literature review system according to the methodology proposed by Kitchenham and Charter, in order to answer the following research questions: Q1: In which research areas are they used? Q2: What are the main applications related with classification? Q3: What optimization methods or algorithms are used in SVMs?

Original language	English
Title of host publication	Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9781728183671
DOIs	https://doi.org/10.1109/EIRCON51178.2020.9254028
State	Published - 21 Oct 2020
Event	2020 IEEE Engineering International Research Conference, EIRCON 2020 - Lima, Peru Duration: 21 Oct 2020 → 23 Oct 2020

Publication series

Name	Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020

Conference

Conference	2020 IEEE Engineering International Research Conference, EIRCON 2020
Country/Territory	Peru
City	Lima
Period	21/10/20 → 23/10/20

Bibliographical note

Publisher Copyright:
© 2020 IEEE.

Keywords

Vector Support Machines
classification
hyperplane
linear and nonlinear separation
optimization algorithms

Access to Document

10.1109/EIRCON51178.2020.9254028

Cite this

Cano Lengua, M. A., & Papa Quiroz, E. A. (2020). A Systematic Literature Review on Support Vector Machines Applied to Classification. In Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020 [9254028] (Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/EIRCON51178.2020.9254028

Cano Lengua, Miguel Angel ; Papa Quiroz, Erik Alex. / A Systematic Literature Review on Support Vector Machines Applied to Classification. Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020. Institute of Electrical and Electronics Engineers Inc., 2020. (Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020).

@inproceedings{5596e91a8bc54fd0bfae733588880273,

title = "A Systematic Literature Review on Support Vector Machines Applied to Classification",

abstract = "This paper aims to identify the current state of the art of the latest research related to support vector machines through a literature review system according to the methodology proposed by Kitchenham and Charter, in order to answer the following research questions: Q1: In which research areas are they used? Q2: What are the main applications related with classification? Q3: What optimization methods or algorithms are used in SVMs? ",

keywords = "Vector Support Machines, classification, hyperplane, linear and nonlinear separation, optimization algorithms",

author = "{Cano Lengua}, {Miguel Angel} and {Papa Quiroz}, {Erik Alex}",

note = "Publisher Copyright: {\textcopyright} 2020 IEEE.; 2020 IEEE Engineering International Research Conference, EIRCON 2020 ; Conference date: 21-10-2020 Through 23-10-2020",

year = "2020",

month = oct,

day = "21",

doi = "10.1109/EIRCON51178.2020.9254028",

language = "Ingl{\'e}s",

series = "Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020",

address = "Estados Unidos",

}

Cano Lengua, MA & Papa Quiroz, EA 2020, A Systematic Literature Review on Support Vector Machines Applied to Classification. in Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020., 9254028, Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020, Institute of Electrical and Electronics Engineers Inc., 2020 IEEE Engineering International Research Conference, EIRCON 2020, Lima, Peru, 21/10/20. https://doi.org/10.1109/EIRCON51178.2020.9254028

A Systematic Literature Review on Support Vector Machines Applied to Classification. / Cano Lengua, Miguel Angel; Papa Quiroz, Erik Alex.
Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020. Institute of Electrical and Electronics Engineers Inc., 2020. 9254028 (Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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T1 - A Systematic Literature Review on Support Vector Machines Applied to Classification

AU - Cano Lengua, Miguel Angel

AU - Papa Quiroz, Erik Alex

PY - 2020/10/21

Y1 - 2020/10/21

N2 - This paper aims to identify the current state of the art of the latest research related to support vector machines through a literature review system according to the methodology proposed by Kitchenham and Charter, in order to answer the following research questions: Q1: In which research areas are they used? Q2: What are the main applications related with classification? Q3: What optimization methods or algorithms are used in SVMs?

AB - This paper aims to identify the current state of the art of the latest research related to support vector machines through a literature review system according to the methodology proposed by Kitchenham and Charter, in order to answer the following research questions: Q1: In which research areas are they used? Q2: What are the main applications related with classification? Q3: What optimization methods or algorithms are used in SVMs?

KW - Vector Support Machines

KW - classification

KW - hyperplane

KW - linear and nonlinear separation

KW - optimization algorithms

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DO - 10.1109/EIRCON51178.2020.9254028

M3 - Contribución a la conferencia

AN - SCOPUS:85097806328

T3 - Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020

BT - Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2020 IEEE Engineering International Research Conference, EIRCON 2020

Y2 - 21 October 2020 through 23 October 2020

ER -

Cano Lengua MA, Papa Quiroz EA. A Systematic Literature Review on Support Vector Machines Applied to Classification. In Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020. Institute of Electrical and Electronics Engineers Inc. 2020. 9254028. (Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020). doi: 10.1109/EIRCON51178.2020.9254028

A Systematic Literature Review on Support Vector Machines Applied to Classification

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