Serendipity in Melodic Self-organising Fitness
Created by W.Langdon from
gp-bibliography.bib Revision:1.7954
- @InProceedings{Loughran:2018:AISB,
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author = "Roisin Loughran and Michael O'Neill",
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title = "Serendipity in Melodic Self-organising Fitness",
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booktitle = "Symposium on Cybernetic Serendipity Reimagined",
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year = "2018",
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editor = "Joseph Corneli and Colin Johnson and
Anna Jordanous and Christian Guckelsberger",
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pages = "13--20",
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address = "Liverpool, UK",
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month = "6 " # apr,
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organisation = "Artificial Intelligence and Simulation of Behaviour",
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keywords = "genetic algorithms, genetic programming, Grammatical
Evolution, ES in Melody Generation, Serendipitous
evolution, Critic-based Fitness",
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URL = "http://aisb2018.csc.liv.ac.uk/symposia.html#S7",
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URL = "http://aisb2018.csc.liv.ac.uk/PROCEEDINGS%20AISB2018/Cybernetic%20Serendipity%20Reimagined%20-%20AISB2018.pdf",
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size = "8 pages",
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abstract = "Employing Evolutionary Strategies (ES) for subjective
tasks such as melody writing causes an immediate
problem in determining what to use as a fitness
measure. By predefining a measure based on genre,
musical rules or human opinion, as has been done in
previous studies, we may be prematurely limiting the
possibilities obtainable by the system, rendering
serendipitous discovery impossible. In this paper, we
discuss the development of a system that generates its
own self-adaptive fitness measure in response to a
corpus of evolved melodies. The system dynamically
creates new fitness measures, or Critics, in response
to new melodies in a cyclical manner with minimum human
intervention. Thus it is a closed loop feedback system
that develops its own fitness function through a
response to its environment. We propose that the
development of such a system could lead to more
autonomous creativity and that the use of dynamically
changing Critics and melodies could encourage the
emergence of serendipitous discovery.",
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notes = "Evolving the Critic. Second Order Cybernetic system.
http://aisb2018.csc.liv.ac.uk/",
- }
Genetic Programming entries for
Roisin Loughran
Michael O'Neill
Citations