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

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

6 Citas (Scopus)

Resumen

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?

Idioma original	Inglés
Título de la publicación alojada	Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020
Editorial	Institute of Electrical and Electronics Engineers Inc.
ISBN (versión digital)	9781728183671
DOI	https://doi.org/10.1109/EIRCON51178.2020.9254028
Estado	Publicada - 21 oct. 2020
Evento	2020 IEEE Engineering International Research Conference, EIRCON 2020 - Lima, Perú Duración: 21 oct. 2020 → 23 oct. 2020

Serie de la publicación

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

Conferencia

Conferencia	2020 IEEE Engineering International Research Conference, EIRCON 2020
País/Territorio	Perú
Ciudad	Lima
Período	21/10/20 → 23/10/20

Nota bibliográfica

Publisher Copyright:
© 2020 IEEE.

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10.1109/EIRCON51178.2020.9254028

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Cano Lengua, M. A., & Papa Quiroz, E. A. (2020). A Systematic Literature Review on Support Vector Machines Applied to Classification. En Proceedings of the 2020 IEEE Engineering International Research Conference, EIRCON 2020 ???articleNumberLabel??? 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).

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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",

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Cano Lengua, MA & Papa Quiroz, EA 2020, A Systematic Literature Review on Support Vector Machines Applied to Classification. En 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, Perú, 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).

Producción científica: Capítulo del libro/informe/acta de congreso › Contribución a la conferencia › revisión exhaustiva

TY - GEN

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. En 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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