TY - GEN
T1 - Informational limits of neural circuits
AU - Varshney, Lav R.
AU - Shah, Devavrat
PY - 2011
Y1 - 2011
N2 - With the growing amount of connectome data being gathered, it behooves us to develop systems-theoretic methods to analyze this data so as to provide insights into the function of neuronal circuits. Here, we develop models and compute capacities for gap junction synapses. We develop information-theoretic lower bounds on computation speed arising from limitations of anatomical connectivity and physical noise. For the nematode Caenorhabditis elegans, these bounds are predictive of biological timescales. Moreover, the hub-and-spoke architecture of C. elegans functional subcircuits are optimal under constraint on number of synapses.
AB - With the growing amount of connectome data being gathered, it behooves us to develop systems-theoretic methods to analyze this data so as to provide insights into the function of neuronal circuits. Here, we develop models and compute capacities for gap junction synapses. We develop information-theoretic lower bounds on computation speed arising from limitations of anatomical connectivity and physical noise. For the nematode Caenorhabditis elegans, these bounds are predictive of biological timescales. Moreover, the hub-and-spoke architecture of C. elegans functional subcircuits are optimal under constraint on number of synapses.
UR - http://www.scopus.com/inward/record.url?scp=84856096139&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84856096139&partnerID=8YFLogxK
U2 - 10.1109/Allerton.2011.6120381
DO - 10.1109/Allerton.2011.6120381
M3 - Conference contribution
AN - SCOPUS:84856096139
SN - 9781457718168
T3 - 2011 49th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2011
SP - 1757
EP - 1763
BT - 2011 49th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2011
T2 - 2011 49th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2011
Y2 - 28 September 2011 through 30 September 2011
ER -