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Neural Comput. 2017 Mar;29(3):783-803. doi: 10.1162/NECO_a_00927. Epub 2017 Jan 17.

Spike-Centered Jitter Can Mistake Temporal Structure.

Author information

1
Department of Mathematics, City College of New York, City University of New York, NY 10031, U.S.A., and NYU Neuroscience Institute, School of Medicine, New York University, New York, NY 10016, U.S.A. jplatkiewicz@ccny.cuny.edu.
2
Department of Physiology and Pharmacology, Sackler Faculty of Medicine, and Sagol School of Neuroscience, Tel Aviv University, Tel Aviv 6997801, Israel eranstark@post.tau.ac.il.
3
Department of Mathematics, City University of New York, New York, NY 10031, U.S.A., and Departments of Biology, Computer Science, and Psychology, Graduate Center, City University of New York, New York, NY 10016, U.S.A. amarasingham@ccny.cuny.edu.

Abstract

Jitter-type spike resampling methods are routinely applied in neurophysiology for detecting temporal structure in spike trains (point processes). Several variations have been proposed. The concern has been raised, based on numerical experiments involving Poisson spike processes, that such procedures can be conservative. We study the issue and find it can be resolved by reemphasizing the distinction between spike-centered (basic) jitter and interval jitter. Focusing on spiking processes with no temporal structure, interval jitter generates an exact hypothesis test, guaranteeing valid conclusions. In contrast, such a guarantee is not available for spike-centered jitter. We construct explicit examples in which spike-centered jitter hallucinates temporal structure, in the sense of exaggerated false-positive rates. Finally, we illustrate numerically that Poisson approximations to jitter computations, while computationally efficient, can also result in inaccurate hypothesis tests. We highlight the value of classical statistical frameworks for guiding the design and interpretation of spike resampling methods.

PMID:
28095192
PMCID:
PMC5955204
DOI:
10.1162/NECO_a_00927
[Indexed for MEDLINE]
Free PMC Article

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