Time Control or Size Control? Reducing Complexity and Improving Accuracy of Genetic Programming Models

Aliyu Sani Sambo; R. Muhammad Atif Azad; Yevgeniya Kovalchuk; Vivek Padmanaabhan Indramohan; Hanifa Shah

doi:10.1007/978-3-030-44094-7_13

Time Control or Size Control? Reducing Complexity and Improving Accuracy of Genetic Programming Models

Aliyu Sani Sambo^*, R. Muhammad Atif Azad, Yevgeniya Kovalchuk, Vivek Padmanaabhan Indramohan, Hanifa Shah

^*Corresponding author for this work

Birmingham City University

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

8 Citations (SciVal)

Original language	English
Title of host publication	Genetic Programming - 23rd European Conference, EuroGP 2020, Held as Part of EvoStar 2020, Proceedings
Editors	Ting Hu, Nuno Lourenço, Eric Medvet, Federico Divina
Publisher	Springer
Pages	195-210
Number of pages	16
ISBN (Print)	9783030440930
DOIs	https://doi.org/10.1007/978-3-030-44094-7_13
Publication status	Published (VoR) - 2020
Event	23rd European Conference on Genetic Programming, EuroGP 2020, held as part of EvoStar 2020 - Seville, Spain Duration: 15 Apr 2020 → 17 Apr 2020

Publication series

Name	Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume	12101 LNCS
ISSN (Print)	0302-9743
ISSN (Electronic)	1611-3349

Conference

Conference	23rd European Conference on Genetic Programming, EuroGP 2020, held as part of EvoStar 2020
Country/Territory	Spain
City	Seville
Period	15/04/20 → 17/04/20

Keywords

Complexity
Evaluation time
Genetic Programming

Access to Document

10.1007/978-3-030-44094-7_13

Cite this

Sambo, A. S., Azad, R. M. A., Kovalchuk, Y., Indramohan, V. P., & Shah, H. (2020). Time Control or Size Control? Reducing Complexity and Improving Accuracy of Genetic Programming Models. In T. Hu, N. Lourenço, E. Medvet, & F. Divina (Eds.), Genetic Programming - 23rd European Conference, EuroGP 2020, Held as Part of EvoStar 2020, Proceedings (pp. 195-210). (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 12101 LNCS). Springer. https://doi.org/10.1007/978-3-030-44094-7_13

Sambo, Aliyu Sani ; Azad, R. Muhammad Atif ; Kovalchuk, Yevgeniya et al. / Time Control or Size Control? Reducing Complexity and Improving Accuracy of Genetic Programming Models. Genetic Programming - 23rd European Conference, EuroGP 2020, Held as Part of EvoStar 2020, Proceedings. editor / Ting Hu ; Nuno Lourenço ; Eric Medvet ; Federico Divina. Springer, 2020. pp. 195-210 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)).

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title = "Time Control or Size Control? Reducing Complexity and Improving Accuracy of Genetic Programming Models",

keywords = "Complexity, Evaluation time, Genetic Programming",

author = "Sambo, \{Aliyu Sani\} and Azad, \{R. Muhammad Atif\} and Yevgeniya Kovalchuk and Indramohan, \{Vivek Padmanaabhan\} and Hanifa Shah",

note = "Publisher Copyright: {\textcopyright} 2020, Springer Nature Switzerland AG.; 23rd European Conference on Genetic Programming, EuroGP 2020, held as part of EvoStar 2020 ; Conference date: 15-04-2020 Through 17-04-2020",

year = "2020",

doi = "10.1007/978-3-030-44094-7\_13",

language = "English",

isbn = "9783030440930",

series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",

publisher = "Springer",

pages = "195--210",

editor = "Ting Hu and Nuno Louren{\c c}o and Eric Medvet and Federico Divina",

booktitle = "Genetic Programming - 23rd European Conference, EuroGP 2020, Held as Part of EvoStar 2020, Proceedings",

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Sambo, AS, Azad, RMA, Kovalchuk, Y, Indramohan, VP & Shah, H 2020, Time Control or Size Control? Reducing Complexity and Improving Accuracy of Genetic Programming Models. in T Hu, N Lourenço, E Medvet & F Divina (eds), Genetic Programming - 23rd European Conference, EuroGP 2020, Held as Part of EvoStar 2020, Proceedings. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), vol. 12101 LNCS, Springer, pp. 195-210, 23rd European Conference on Genetic Programming, EuroGP 2020, held as part of EvoStar 2020, Seville, Spain, 15/04/20. https://doi.org/10.1007/978-3-030-44094-7_13

Time Control or Size Control? Reducing Complexity and Improving Accuracy of Genetic Programming Models. / Sambo, Aliyu Sani; Azad, R. Muhammad Atif; Kovalchuk, Yevgeniya et al.
Genetic Programming - 23rd European Conference, EuroGP 2020, Held as Part of EvoStar 2020, Proceedings. ed. / Ting Hu; Nuno Lourenço; Eric Medvet; Federico Divina. Springer, 2020. p. 195-210 (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); Vol. 12101 LNCS).

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

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AU - Sambo, Aliyu Sani

AU - Azad, R. Muhammad Atif

AU - Kovalchuk, Yevgeniya

AU - Indramohan, Vivek Padmanaabhan

AU - Shah, Hanifa

PY - 2020

Y1 - 2020

KW - Complexity

KW - Evaluation time

KW - Genetic Programming

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DO - 10.1007/978-3-030-44094-7_13

M3 - Conference contribution

AN - SCOPUS:85084748375

SN - 9783030440930

T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

SP - 195

EP - 210

BT - Genetic Programming - 23rd European Conference, EuroGP 2020, Held as Part of EvoStar 2020, Proceedings

A2 - Hu, Ting

A2 - Lourenço, Nuno

A2 - Medvet, Eric

A2 - Divina, Federico

PB - Springer

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Y2 - 15 April 2020 through 17 April 2020

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Sambo AS, Azad RMA, Kovalchuk Y, Indramohan VP, Shah H. Time Control or Size Control? Reducing Complexity and Improving Accuracy of Genetic Programming Models. In Hu T, Lourenço N, Medvet E, Divina F, editors, Genetic Programming - 23rd European Conference, EuroGP 2020, Held as Part of EvoStar 2020, Proceedings. Springer. 2020. p. 195-210. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)). doi: 10.1007/978-3-030-44094-7_13

Time Control or Size Control? Reducing Complexity and Improving Accuracy of Genetic Programming Models

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