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Repository | Book | Chapter
Transgenic evolution for classification tasks with hercl
pp. 185-195
Abstract
We explore the evolution of programs for classification tasks, using the recently introduced Hierarchical Evolutionary Re-Combination Language (HERCL) which has been designed as an austere and general-purpose language, with a view toward modular evolutionary computation, combining elements from Linear GP with stack-based operations from forth. We show that evolved HERCL programs can successfully learn to perform a variety of benchmark classification tasks, and that performance is enhanced by the sharing of genetic material between tasks.
Publication details
Published in:
Randall Marcus (2015) Artificial life and computational intelligence: first Australasian conference, acalci 2015, Newcastle, nsw, India, february 5-7, 2015. proceedings. Dordrecht, Springer.
Pages: 185-195
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DOI: 10.1007/978-3-319-14803-8_15
Full citation:
Blair Alan D. (2015) „Transgenic evolution for classification tasks with hercl“, In: M. Randall (ed.), Artificial life and computational intelligence, Dordrecht, Springer, 185–195.


