GEML: A grammatical evolution, machine learning approach to multi-class classification

Jeannie M. Fitzgerald; R. Muhammad Atif Azad; Conor Ryan

doi:10.1007/978-3-319-48506-5_7

GEML: A grammatical evolution, machine learning approach to multi-class classification

Jeannie M. Fitzgerald^*
, R. Muhammad Atif Azad
, Conor Ryan

^*Corresponding author for this work

University of Limerick

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

Original language	English
Title of host publication	Computational Intelligence - International Joint Conference, IJCCI 2015, Revised Selected Papers
Editors	Agostinho Rosa, Joaquim Filipe, Juan Julian Merelo, Antonio Dourado Correia, Kurosh Madani, Jose M. Cadenas, Antonio Ruano
Publisher	Springer Verlag
Pages	113-134
Number of pages	22
ISBN (Print)	9783319485041
DOIs	https://doi.org/10.1007/978-3-319-48506-5_7
Publication status	Published (VoR) - 2017
Event	7th International Joint Conference on Computational Intelligence, IJCCI 2015 - Lisbon, Portugal Duration: 12 Nov 2015 → 14 Nov 2015

Publication series

Name	Studies in Computational Intelligence
Volume	669
ISSN (Print)	1860-949X

Conference

Conference	7th International Joint Conference on Computational Intelligence, IJCCI 2015
Country/Territory	Portugal
City	Lisbon
Period	12/11/15 → 14/11/15

Funding

We gratefully acknowledge the support of Science Foundation Ireland. Grant number 10/IN.1/I3031.

Keywords

Evolutionary computation
Grammatical evolution
Machine learning
Multi-class classification

Access to Document

10.1007/978-3-319-48506-5_7

Cite this

Fitzgerald, J. M., Azad, R. M. A., & Ryan, C. (2017). GEML: A grammatical evolution, machine learning approach to multi-class classification. In A. Rosa, J. Filipe, J. J. Merelo, A. D. Correia, K. Madani, J. M. Cadenas, & A. Ruano (Eds.), Computational Intelligence - International Joint Conference, IJCCI 2015, Revised Selected Papers (pp. 113-134). (Studies in Computational Intelligence; Vol. 669). Springer Verlag. https://doi.org/10.1007/978-3-319-48506-5_7

Fitzgerald, Jeannie M. ; Azad, R. Muhammad Atif ; Ryan, Conor. / GEML : A grammatical evolution, machine learning approach to multi-class classification. Computational Intelligence - International Joint Conference, IJCCI 2015, Revised Selected Papers. editor / Agostinho Rosa ; Joaquim Filipe ; Juan Julian Merelo ; Antonio Dourado Correia ; Kurosh Madani ; Jose M. Cadenas ; Antonio Ruano. Springer Verlag, 2017. pp. 113-134 (Studies in Computational Intelligence).

@inproceedings{0bb58242eb2f4e07bc60e48acd2404c6,

title = "GEML: A grammatical evolution, machine learning approach to multi-class classification",

keywords = "Evolutionary computation, Grammatical evolution, Machine learning, Multi-class classification",

author = "Fitzgerald, \{Jeannie M.\} and Azad, \{R. Muhammad Atif\} and Conor Ryan",

note = "Funding Information: We gratefully acknowledge the support of Science Foundation Ireland. Grant number 10/IN.1/I3031. Publisher Copyright: {\textcopyright} Springer International Publishing AG 2017.; 7th International Joint Conference on Computational Intelligence, IJCCI 2015 ; Conference date: 12-11-2015 Through 14-11-2015",

year = "2017",

doi = "10.1007/978-3-319-48506-5\_7",

language = "English",

isbn = "9783319485041",

series = "Studies in Computational Intelligence",

publisher = "Springer Verlag",

pages = "113--134",

editor = "Agostinho Rosa and Joaquim Filipe and Merelo, \{Juan Julian\} and Correia, \{Antonio Dourado\} and Kurosh Madani and Cadenas, \{Jose M.\} and Antonio Ruano",

booktitle = "Computational Intelligence - International Joint Conference, IJCCI 2015, Revised Selected Papers",

}

Fitzgerald, JM, Azad, RMA & Ryan, C 2017, GEML: A grammatical evolution, machine learning approach to multi-class classification. in A Rosa, J Filipe, JJ Merelo, AD Correia, K Madani, JM Cadenas & A Ruano (eds), Computational Intelligence - International Joint Conference, IJCCI 2015, Revised Selected Papers. Studies in Computational Intelligence, vol. 669, Springer Verlag, pp. 113-134, 7th International Joint Conference on Computational Intelligence, IJCCI 2015, Lisbon, Portugal, 12/11/15. https://doi.org/10.1007/978-3-319-48506-5_7

GEML: A grammatical evolution, machine learning approach to multi-class classification. / Fitzgerald, Jeannie M.; Azad, R. Muhammad Atif; Ryan, Conor.
Computational Intelligence - International Joint Conference, IJCCI 2015, Revised Selected Papers. ed. / Agostinho Rosa; Joaquim Filipe; Juan Julian Merelo; Antonio Dourado Correia; Kurosh Madani; Jose M. Cadenas; Antonio Ruano. Springer Verlag, 2017. p. 113-134 (Studies in Computational Intelligence; Vol. 669).

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

TY - GEN

T1 - GEML

T2 - 7th International Joint Conference on Computational Intelligence, IJCCI 2015

AU - Fitzgerald, Jeannie M.

AU - Azad, R. Muhammad Atif

AU - Ryan, Conor

N1 - Funding Information: We gratefully acknowledge the support of Science Foundation Ireland. Grant number 10/IN.1/I3031. Publisher Copyright: © Springer International Publishing AG 2017.

PY - 2017

Y1 - 2017

KW - Evolutionary computation

KW - Grammatical evolution

KW - Machine learning

KW - Multi-class classification

UR - https://www.scopus.com/pages/publications/85006047643

UR - https://www.scopus.com/pages/publications/85006047643#tab=citedBy

U2 - 10.1007/978-3-319-48506-5_7

DO - 10.1007/978-3-319-48506-5_7

M3 - Conference contribution

AN - SCOPUS:85006047643

SN - 9783319485041

T3 - Studies in Computational Intelligence

SP - 113

EP - 134

BT - Computational Intelligence - International Joint Conference, IJCCI 2015, Revised Selected Papers

A2 - Rosa, Agostinho

A2 - Filipe, Joaquim

A2 - Merelo, Juan Julian

A2 - Correia, Antonio Dourado

A2 - Madani, Kurosh

A2 - Cadenas, Jose M.

A2 - Ruano, Antonio

PB - Springer Verlag

Y2 - 12 November 2015 through 14 November 2015

ER -

Fitzgerald JM, Azad RMA, Ryan C. GEML: A grammatical evolution, machine learning approach to multi-class classification. In Rosa A, Filipe J, Merelo JJ, Correia AD, Madani K, Cadenas JM, Ruano A, editors, Computational Intelligence - International Joint Conference, IJCCI 2015, Revised Selected Papers. Springer Verlag. 2017. p. 113-134. (Studies in Computational Intelligence). doi: 10.1007/978-3-319-48506-5_7

GEML: A grammatical evolution, machine learning approach to multi-class classification

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