NEATfields: Evolution of neural fields

Inden B, Jin Y, Haschke R, Ritter H (2010)
In: Proceedings of the 12th annual conference on genetic and evolutionary computation. New York, NY, USA: ACM.

Konferenzbeitrag | Veröffentlicht | Englisch
 
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Abstract / Bemerkung
We have developed a novel extension of the NEAT neuroevolution method, termed NEATfields, to solve problems with large input and output spaces. NEATfields networks are layered into two-dimensional fields of identical or similar subnetworks with an arbitrary topology. The subnetworks are evolved with genetic operations similar to those used in the NEAT neuroevolution method. We show that information processing within the neural fields can be organized by providing suitable building blocks to evolution. NEATfields can solve a number of visual discrimination tasks and a newly introduced multiple pole balancing task.
Erscheinungsjahr
2010
Titel des Konferenzbandes
Proceedings of the 12th annual conference on genetic and evolutionary computation
Konferenz
Genetic and Evolutionary Computation Conference
Konferenzort
Portland, Or, USA
Page URI
https://pub.uni-bielefeld.de/record/2034049

Zitieren

Inden B, Jin Y, Haschke R, Ritter H. NEATfields: Evolution of neural fields. In: Proceedings of the 12th annual conference on genetic and evolutionary computation. New York, NY, USA: ACM; 2010.
Inden, B., Jin, Y., Haschke, R., & Ritter, H. (2010). NEATfields: Evolution of neural fields. Proceedings of the 12th annual conference on genetic and evolutionary computation New York, NY, USA: ACM. https://doi.org/10.1145/1830483.1830601
Inden, B., Jin, Y., Haschke, R., and Ritter, H. (2010). “NEATfields: Evolution of neural fields” in Proceedings of the 12th annual conference on genetic and evolutionary computation (New York, NY, USA: ACM).
Inden, B., et al., 2010. NEATfields: Evolution of neural fields. In Proceedings of the 12th annual conference on genetic and evolutionary computation. New York, NY, USA: ACM.
B. Inden, et al., “NEATfields: Evolution of neural fields”, Proceedings of the 12th annual conference on genetic and evolutionary computation, New York, NY, USA: ACM, 2010.
Inden, B., Jin, Y., Haschke, R., Ritter, H.: NEATfields: Evolution of neural fields. Proceedings of the 12th annual conference on genetic and evolutionary computation. ACM, New York, NY, USA (2010).
Inden, Benjamin, Jin, Yaochu, Haschke, Robert, and Ritter, Helge. “NEATfields: Evolution of neural fields”. Proceedings of the 12th annual conference on genetic and evolutionary computation. New York, NY, USA: ACM, 2010.

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