Realization of multiple neural activity resolutions via multidimensional ensemble empirical mode decomposition of calcium imaging data: a proof of concept

Neuroscience Program, Michigan State University, East Lansing, Michigan, United States
Department of Mathematics, Michigan State University, East Lansing, Michigan, United States
DOI
10.7287/peerj.preprints.1441v1
Subject Areas
Bioinformatics, Computational Biology, Neuroscience
Keywords
calcium imaging, multidimensional ensemble empirical mode decomposition, computational neuroscience, systems neuroscience
Copyright
© 2015 Akwei-Sekyere
Licence
This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ PrePrints) and either DOI or URL of the article must be cited.
Cite this article
Akwei-Sekyere S. 2015. Realization of multiple neural activity resolutions via multidimensional ensemble empirical mode decomposition of calcium imaging data: a proof of concept. PeerJ PrePrints 3:e1441v1

Abstract

One of the goals of systems and computational neuroscience is to understand how information is processed by a single neuron and integrated by a network of neurons. A plausible approach to identifying spatial neighborhoods of the brain that host potential neural networks of interest is by observing spatially-bounded aggregates of neural activity. To this end, the potential of the multidimensional ensemble empirical mode decomposition algorithm in extracting multiple resolutions of neural activity from calcium imaging data is evaluated.

Author Comment

This is a preprint submission to PeerJ.

Supplemental Information

Spatio-temporal decomposition

Spatio-temporal MEEMD extracting three components from the original calcium imaging dat

DOI: 10.7287/peerj.preprints.1441v1/supp-1

Spatio-temporal decomposition via MEEMD

Decomposition of calcium images into two components

DOI: 10.7287/peerj.preprints.1441v1/supp-2

Spatio-temporal decomposition via MEEMD

Decomposition of calcium images into three components

DOI: 10.7287/peerj.preprints.1441v1/supp-3

Spatio-temporal decomposition via MEEMD

Decomposition of calcium images into four components

DOI: 10.7287/peerj.preprints.1441v1/supp-4

Spatio-temporal decomposition via MEEMD

Decomposition of calcium images into five components

DOI: 10.7287/peerj.preprints.1441v1/supp-5