Device Mismatch in a Neuromorphic System Implements Random Features for Regression

Richter O, Reinhart F, Nease S, Steil JJ, Chicca E (2015)
In: Biomedical Circuits and Systems Conference (BioCAS), 2015 IEEE. Atlanta, GA, USA: 1-4.

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Conference Paper | Published | English
Abstract
We use a large-scale analog neuromorphic system to encode the hidden-layer activations of a single-layer feed forward network with random weights. The random activations of the network are implemented using the device mismatch inherent to analog circuits. We show that these activations produced by analog VLSI implementations of integrate and fire neurons are suited to solve multi dimensional, non linear regression tasks. Exploitation of the device mismatch eliminates the storage requirements for the random network weights.
Publishing Year
Conference
Biomedical Circuits and Systems Conference (BIOCAS)
Location
Atlanta, GA, USA
Conference Date
2015-10-22 – 2015-10-24
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Richter O, Reinhart F, Nease S, Steil JJ, Chicca E. Device Mismatch in a Neuromorphic System Implements Random Features for Regression. In: Biomedical Circuits and Systems Conference (BioCAS), 2015 IEEE. Atlanta, GA, USA; 2015: 1-4.
Richter, O., Reinhart, F., Nease, S., Steil, J. J., & Chicca, E. (2015). Device Mismatch in a Neuromorphic System Implements Random Features for Regression. Biomedical Circuits and Systems Conference (BioCAS), 2015 IEEE, 1-4.
Richter, O., Reinhart, F., Nease, S., Steil, J. J., and Chicca, E. (2015). “Device Mismatch in a Neuromorphic System Implements Random Features for Regression” in Biomedical Circuits and Systems Conference (BioCAS), 2015 IEEE (Atlanta, GA, USA), 1-4.
Richter, O., et al., 2015. Device Mismatch in a Neuromorphic System Implements Random Features for Regression. In Biomedical Circuits and Systems Conference (BioCAS), 2015 IEEE. Atlanta, GA, USA, pp. 1-4.
O. Richter, et al., “Device Mismatch in a Neuromorphic System Implements Random Features for Regression”, Biomedical Circuits and Systems Conference (BioCAS), 2015 IEEE, Atlanta, GA, USA: 2015, pp.1-4.
Richter, O., Reinhart, F., Nease, S., Steil, J.J., Chicca, E.: Device Mismatch in a Neuromorphic System Implements Random Features for Regression. Biomedical Circuits and Systems Conference (BioCAS), 2015 IEEE. p. 1-4. Atlanta, GA, USA (2015).
Richter, Ole, Reinhart, Felix, Nease, Stephen, Steil, Jochen J., and Chicca, Elisabetta. “Device Mismatch in a Neuromorphic System Implements Random Features for Regression”. Biomedical Circuits and Systems Conference (BioCAS), 2015 IEEE. Atlanta, GA, USA, 2015. 1-4.
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Preliminary Version, Final Version published on IEEE Xplore http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7348416
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2016-01-15T13:10:17Z

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