International Journal of Man-Machine Studies
Hidden order: how adaptation builds complexity
Hidden order: how adaptation builds complexity
Artificial Life
Correlation between genetic diversity and fitness in a predator-prey ecosystem simulation
AI'11 Proceedings of the 24th international conference on Advances in Artificial Intelligence
The emergence of new genes in ecosim and its effect on fitness
SEAL'12 Proceedings of the 9th international conference on Simulated Evolution and Learning
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We present a new method for modeling speciation within a previously created individual-based evolving predator-prey ecosystem simulation. As an alternative to the classical speciation mechanism originally implemented, k-means clustering provides a more realistic method for modeling speciation that, among other things, allows for the recreation of the species tree of life. This discussion introduces the k-means speciation, presents the improvements it provides, and compares the new mechanism versus the traditional method of speciation.