0000000000824789

AUTHOR

Inkeri A. Välkki

showing 1 related works from this author

Network-Wide Adaptive Burst Detection Depicts Neuronal Activity with Improved Accuracy

2017

Neuronal networks are often characterized by their spiking and bursting statistics. Previously, we introducedan adaptive burst analysis methodwhich enhances the analysis power for neuronal networks with highly varying firing dynamics. The adaptation is based on single channels analyzing each element of a network separately. Such kind of analysis was adequate for the assessment of local behavior, where the analysis focuses on the neuronal activity in the vicinity of a single electrode. However, the assessment of the whole network may be hampered, if parts of the network are analyzed using different rules. Here, we test how using multiple channels and measurement time points affect adaptive b…

0301 basic medicineComputer scienceNeuroscience (miscellaneous)Interval (mathematics)Machine learningcomputer.software_genreta3112lcsh:RC321-57103 medical and health sciencesCellular and Molecular NeuroscienceBursting0302 clinical medicineMoving averageHistogramMethodsCluster analysislcsh:Neurosciences. Biological psychiatry. Neuropsychiatryta113network classificationbusiness.industryEmphasis (telecommunications)Pattern recognition217 Medical engineeringlaskennallinen neurotiede113 Computer and information sciencesPower (physics)030104 developmental biologymicroelectrode arraysburst detectionburst synchronySpike (software development)Artificial intelligenceneuronal networksbusinesscomputer030217 neurology & neurosurgeryNeurosciencecomputational neuroscienceFrontiers in Computational Neuroscience
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