Ewelina widerska, Jakub Lasisz, Aleksander Byrski, Tom Lenaerts, Dana Samson, Bipin Indurkhya, Ann Nowé, Marek Kisiel-Dorohinicki
In our recent research, we implemented an enhancement of Ant Colony Optimization incorporating the socio-cognitive dimension of perspective taking. Our initial results suggested that increasing the diversity of ant population — introducing different pheromones, different species and dedicated inter-species relations — yielded better results. In this paper, we explore the diversity issue by introducing novel diversity measurement strategies for ACO. Based on these strategies we compare both classic ACO and its socio-cognitive variation.
widerska, E, Lasisz, J, Byrski, A, Lenaerts, T, Samson, D, Indurkhya, B, Nowé, A & Kisiel-Dorohinicki, M 2016, Measuring Diversity of Socio-Cognitively Inspired ACO Search. in G Squillero & P Burelli (eds), Applications of Evolutionary Computation: 19th European Conference, EvoApplications 2016, Porto, Portugal, March 30 -- April 1, 2016, Proceedings, Part I. Springer International Publishing, Cham, pp. 393-408, Applications of Evolutionary Computation: 19th European Conference, Porto, Portugal, 30/03/16. https://doi.org/10.1007/978-3-319-31204-0_26
widerska, E., Lasisz, J., Byrski, A., Lenaerts, T., Samson, D., Indurkhya, B., Nowé, A., & Kisiel-Dorohinicki, M. (2016). Measuring Diversity of Socio-Cognitively Inspired ACO Search. In G. Squillero, & P. Burelli (Eds.), Applications of Evolutionary Computation: 19th European Conference, EvoApplications 2016, Porto, Portugal, March 30 -- April 1, 2016, Proceedings, Part I (pp. 393-408). Springer International Publishing. https://doi.org/10.1007/978-3-319-31204-0_26
@inproceedings{98990cf4c63c45778826f499f7c6873c,
title = "Measuring Diversity of Socio-Cognitively Inspired ACO Search",
abstract = "In our recent research, we implemented an enhancement of Ant Colony Optimization incorporating the socio-cognitive dimension of perspective taking. Our initial results suggested that increasing the diversity of ant population — introducing different pheromones, different species and dedicated inter-species relations — yielded better results. In this paper, we explore the diversity issue by introducing novel diversity measurement strategies for ACO. Based on these strategies we compare both classic ACO and its socio-cognitive variation.",
author = "Ewelina widerska and Jakub Lasisz and Aleksander Byrski and Tom Lenaerts and Dana Samson and Bipin Indurkhya and Ann Now{\'e} and Marek Kisiel-Dorohinicki",
year = "2016",
month = mar,
day = "15",
doi = "10.1007/978-3-319-31204-0_26",
language = "English",
isbn = "978-3-319-31204-0",
pages = "393--408",
editor = "Giovanni Squillero and Paolo Burelli",
booktitle = "Applications of Evolutionary Computation: 19th European Conference, EvoApplications 2016, Porto, Portugal, March 30 -- April 1, 2016, Proceedings, Part I",
publisher = "Springer International Publishing",
note = "Applications of Evolutionary Computation: 19th European Conference, EvoApplications 2016 ; Conference date: 30-03-2016",
}