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The Minimum Interval for Confident Spike Sorting: A Sequential Decision Method

Hebert, Paul and Burdick, Joel (2010) The Minimum Interval for Confident Spike Sorting: A Sequential Decision Method. In: 2010 Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE , New York, NY, pp. 4838-4841. ISBN 978-1-4244-4123-5. http://resolver.caltech.edu/CaltechAUTHORS:20110223-093524081

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Abstract

This paper develops a method to determine the minimum duration interval which ensures that the process of “sorting” the extracellular action potentials recorded during that interval achieves a desired confidence level of accuracy. During the recording process, a sequential decision theory approach continually evaluates a variant of the likelihood ratio test using the model evidence of the sorting/clustering hypotheses. The test is compared against a threshold which encodes a desired confidence level on the accuracy of the subsequent clustering procedure. When the threshold is exceeded, the clustering model with the highest model evidence is accepted. We first develop a testing procedure for a single recording interval, and then extend the method to multi-interval recording by using both Bayesian priors from previous recording intervals and recently developed cluster tracking procedure. Lastly, a more advanced tracker is implemented and initials results are presented. This later procedure is useful for real time applications such as brain machine interfaces and autonomous recording electrodes. We test our theory on recordings from Macaque parietal cortex, showing that the method does reach the desired confidence level.


Item Type:Book Section
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http://dx.doi.org/10.1109/IEMBS.2010.5628016DOIUNSPECIFIED
http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5628016PublisherUNSPECIFIED
Additional Information:© 2010 IEEE. Issue Date: Aug. 31 2010-Sept. 4 2010, Date of Current Version: 11 November 2010. This work was supported by the National Institutes of Health (NIH). The authors thank Prof. Richard Andersen, Dr. Michael Campos, and Dr. Michael Wolf for providing the neural data sets.
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INSPEC Accession Number11650491
Record Number:CaltechAUTHORS:20110223-093524081
Persistent URL:http://resolver.caltech.edu/CaltechAUTHORS:20110223-093524081
Official Citation:Hebert, P.; Burdick, J.; , "The minimum interval for confident spike sorting: A sequential decision method," Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE , vol., no., pp.4838-4841, Aug. 31 2010-Sept. 4 2010 doi: 10.1109/IEMBS.2010.5628016 URL: http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5628016&isnumber=5625939
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:22445
Collection:CaltechAUTHORS
Deposited By: Benjamin Perez
Deposited On:23 Feb 2011 18:14
Last Modified:23 Aug 2016 09:58

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