Sahani, M and Pezaris, JS and Andersen, RA (1998) On the separation of signals from neighboring cells in tetrode recordings. In: Jordan, MI and Kearns, MJ and Solla, SA, (eds.) ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 10. (pp. 222 - 228). M I T PRESS
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Abstract
We discuss a solution to the problem of separating waveforms produced by multiple cells in an extracellular neural recording. We take an explicitly probabilistic approach, using latent-variable models of varying sophistication to describe the distribution of waveforms produced by a single cell. The models range from a single Gaussian distribution of waveforms for each cell to a mixture of hidden Markov models. We stress the overall statistical structure of the approach, allowing the details of the generative model chosen to depend on the specific neural preparation.
| Type: | Proceedings paper |
|---|---|
| Title: | On the separation of signals from neighboring cells in tetrode recordings |
| Event: | 11th Annual Conference on Neural Information Processing Systems (NIPS) |
| Location: | DENVER, CO |
| Dates: | 1997-12-01 - 1997-12-06 |
| ISBN: | 0-262-10076-2 |
| UCL classification: | UCL > School of Life and Medical Sciences > Faculty of Life Sciences > Gatsby Computational Neuroscience Unit |
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