%0 Conference Paper %1 lazar_identifying_2010 %A Lazar, Aurel A. %A Slutskiy, Yevgeniy B. %B Advances in Neural Information Processing Systems 23 %D 2010 %I J. Lafferty and C. K. I. Williams and J. Shawe-Taylor and R.S. Zemel and A. Culotta %K identification system %P 1261-1269 %T Identifying Dendritic Processing %U /brokenurl#books.nips.cc/papers/files/nips23/NIPS2010_0495.pdf %X In system identification both the input and the output of a system are available to an observer and an algorithm is sought to identify parameters of a hypothesized model of that system. Here we present a novel formal methodology for identifying dendritic processing in a neural circuit consisting of a linear dendritic processing filter in cascade with a spiking neuron model. The input to the circuit is an analog signal that belongs to the space of bandlimited functions. The output is a time sequence associated with the spike train. We derive an algorithm for identification of the dendritic processing filter and reconstruct its kernel with arbitrary precision.

@inproceedings{lazar_identifying_2010, abstract = {In system identification both the input and the output of a system are available to an observer and an algorithm is sought to identify parameters of a hypothesized model of that system. Here we present a novel formal methodology for identifying dendritic processing in a neural circuit consisting of a linear dendritic processing filter in cascade with a spiking neuron model. The input to the circuit is an analog signal that belongs to the space of bandlimited functions. The output is a time sequence associated with the spike train. We derive an algorithm for identification of the dendritic processing filter and reconstruct its kernel with arbitrary precision.}, added-at = {2014-01-19T15:18:48.000+0100}, author = {Lazar, Aurel A. and Slutskiy, Yevgeniy B.}, bdsk-url-1 = {books.nips.cc/papers/files/nips23/NIPS2010_0495.pdf}, biburl = {https://www.bibsonomy.org/bibtex/2339281ff27dc7c381e4ff23c97bf56b4/neurokernel}, booktitle = {Advances in Neural Information Processing Systems 23}, date-modified = {2013-10-30 03:47:34 +0000}, interhash = {113c515928a6d2a1c17fcac9f925aefe}, intrahash = {339281ff27dc7c381e4ff23c97bf56b4}, keywords = {identification system}, pages = {1261-1269}, publisher = {J. Lafferty and C. K. I. Williams and J. Shawe-Taylor and R.S. Zemel and A. Culotta}, timestamp = {2014-01-19T15:18:48.000+0100}, title = {Identifying Dendritic Processing}, url = {/brokenurl#books.nips.cc/papers/files/nips23/NIPS2010_0495.pdf}, year = 2010 }