Extension and Comparing the PSTH and ICA in Order to Extract Information from Neural Point Processes, Ph.D. Dissertation Sharif University of Technology ; Jahed, Mehran (Supervisor) ; Ghazizadeh, Ali (Co-Supervisor)
Abstract
The quantity and quality of information extracted from the brain, in addition to data collection methods, is also related to the statistical tools used. As extracting maximum information in both temporal and spatial dimension require electrophysiological approaches on the physical side, the statistical methods should be optimized to that end, on the theoretical side. The time histogram method is the most basic tool for capturing a time-dependent rate of neuronal spikes. Generally, in the neurophysiological literature, the bin size that critically determines the goodness of the fit of the time histogram to the underlying spike rate has been subjectively selected by individual researchers....
Cataloging briefExtension and Comparing the PSTH and ICA in Order to Extract Information from Neural Point Processes, Ph.D. Dissertation Sharif University of Technology ; Jahed, Mehran (Supervisor) ; Ghazizadeh, Ali (Co-Supervisor)
Abstract
The quantity and quality of information extracted from the brain, in addition to data collection methods, is also related to the statistical tools used. As extracting maximum information in both temporal and spatial dimension require electrophysiological approaches on the physical side, the statistical methods should be optimized to that end, on the theoretical side. The time histogram method is the most basic tool for capturing a time-dependent rate of neuronal spikes. Generally, in the neurophysiological literature, the bin size that critically determines the goodness of the fit of the time histogram to the underlying spike rate has been subjectively selected by individual researchers....
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