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.

Conference Paper | Published | English

No fulltext has been uploaded

Abstract
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.
Publishing Year
Conference
Genetic and Evolutionary Computation Conference
Location
Portland, Or, USA
PUB-ID

Cite this

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.
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.
This data publication is cited in the following publications:
This publication cites the following data publications:

Export

0 Marked Publications

Open Data PUB

Search this title in

Google Scholar