My field of interest is computational neuroscience, with an emphasis on bridging the gap between experimentation and theory. The premise that underlies my work is that the "device physics" of brain hardware (i.e. the anatomical and biophysical properties of neurons and their interconnections) has an essential role in brain function.
Neurons operate by the interaction of electrical and chemical signals. I have focused on the spatiotemporal dynamics and functional consequences of these interactions, which are governed by mechanisms that span a wide range of temporal and spatial scales and are often highly nonlinear. Furthermore they are constrained by the complex architectures of neuronal networks, individual cells, and subcellular structures.
Some of my recent accomplishments and ongoing projects include:
Tsai, K.Y., Carnevale, N.T., and Brown, T.H. Hebbian learning is jointly controlled by electrotonic and input structure. Network 5:1-19, 1994.
Tsai, K.Y., Carnevale, N.T., Claiborne, B.J., and Brown, T.H. Efficient mapping from neuroanatomical to electrotonic space. Network 5:21-46, 1994.
Carnevale, N.T., Tsai, K.Y., Claiborne, B.J., and Brown, T.H. The electrotonic transformation: a tool for relating neuronal form to function. In: Advances in Neural Information Processing Systems, vol. 7, edited by Tesauro, G., Touretzky, D.S., and Leen, T.K. Cambridge, MA, MIT Press, 1995, p. 69-76. Preprint viewable and downloadable.
O'Boyle, M.P., Carnevale, N.T., Claiborne, B.J., and Brown, T.H. A new graphical approach for visualizing the relationship between anatomical and electrotonic structure. In: Computational Neuroscience: Trends in Research 1995, edited by J.M. Bower. San Diego: Academic Press, 1996, p. 423-428. Preprint available.
Carnevale, N.T., Tsai, K.Y., Claiborne, B.J., and Brown, T.H. Comparative electrotonic analysis of three classes of rat hippocampal neurons. J. Neurophysiol. 78:703-720, 1997.
Carnevale, N.T., O'Boyle, M.P., and Claiborne, B.J. Dendritic branching compensates for synaptic attenuation in granule cells of the rat dentate gyrus. Neuroscience Society Abstracts 24:1814, 1998.
Hines, M. and Carnevale, N.T. Computer modeling methods for neurons. In: The Handbook of Brain Theory and Neural Networks, edited by M.A. Arbib. Cambridge, MA: MIT Press, 1995, p. 226-230. Preprint available as arbib.ps.Z, (a compressed PostScript file for ghostview) and arbib.zip (a pkzipped pdf file for Adobe Acrobat).
Carnevale, N.T., Tsai, K.Y., and Hines, M.L. The Electrotonic Workbench Neuroscience Society Abstracts 22:1741, 1996. Poster viewable in HTML format.
Hines, M.L. and Carnevale, N.T. The NEURON simulation environment. Neural Computation 9:1179-1209, 1997. Preprint viewable and downloadable.