15 research outputs found
Social Climber attachment in forming networks produces phase transition in a measure of connectivity
Formation and fragmentation of networks is typically studied using
percolation theory, but most previous research has been restricted to studying
a phase transition in cluster size, examining the emergence of a giant
component. This approach does not study the effects of evolving network
structure on dynamics that occur at the nodes, such as the synchronization of
oscillators and the spread of information, epidemics, and neuronal excitations.
We introduce and analyze new link-formation rules, called Social Climber (SC)
attachment, that may be combined with arbitrary percolation models to produce a
previously unstudied phase transition using the largest eigenvalue of the
network adjacency matrix as the order parameter. This eigenvalue is significant
in the analyses of many network-coupled dynamical systems in which it measures
the quality of global coupling and is hence a natural measure of connectivity.
We highlight the important self-organized properties of SC attachment and
discuss implications for controlling dynamics on networks.Comment: 6 pages, 4 figure
The “conscious pilot”—dendritic synchrony moves through the brain to mediate consciousness
Cognitive brain functions including sensory processing and control of behavior are understood as “neurocomputation” in axonal–dendritic synaptic networks of “integrate-and-fire” neurons. Cognitive neurocomputation with consciousness is accompanied by 30- to 90-Hz gamma synchrony electroencephalography (EEG), and non-conscious neurocomputation is not. Gamma synchrony EEG derives largely from neuronal groups linked by dendritic–dendritic gap junctions, forming transient syncytia (“dendritic webs”) in input/integration layers oriented sideways to axonal–dendritic neurocomputational flow. As gap junctions open and close, a gamma-synchronized dendritic web can rapidly change topology and move through the brain as a spatiotemporal envelope performing collective integration and volitional choices correlating with consciousness. The “conscious pilot” is a metaphorical description for a mobile gamma-synchronized dendritic web as vehicle for a conscious agent/pilot which experiences and assumes control of otherwise non-conscious auto-pilot neurocomputation
Autonomous Situation Understanding and Self-Referential Learning of Situation Representations in a Brain-Inspired Architecture
Spatially structured oscillations in a two-dimensional excitatory neuronal network with synaptic depression
Adjusting Brain Dynamics in Schizophrenia by Means of Perceptual and Cognitive Training
BACKGROUND: In a previous report we showed that cognitive training fostering auditory-verbal discrimination and working memory normalized magnetoencephalographic (MEG) M50 gating ratio in schizophrenia patients. The present analysis addressed whether training effects on M50 ratio and task performance are mediated by changes in brain oscillatory activity. Such evidence should improve understanding of the role of oscillatory activity in phenomena such as M50 ratio, the role of dysfunctional oscillatory activity in processing abnormalities in schizophrenia, and mechanisms of action of cognitive training. METHODOLOGY/PRINCIPAL FINDINGS: Time-locked and non-time-locked oscillatory activity was measured together with M50 ratio in a paired-click design before and after a 4-week training of 36 patients randomly assigned to specific cognitive exercises (CE) or standard (comparison) cognitive training (CP). Patient data were compared to those of 15 healthy controls who participated in two MEG measurements 4 weeks apart without training. Training led to more time-locked gamma-band response and more non-time-locked alpha-band desynchronization, moreso after CE than after CP. Only after CE, increased alpha desynchronization was associated with normalized M50 ratio and with improved verbal memory performance. Thus, both types of cognitive training normalized gamma activity, associated with improved stimulus encoding. More targeted training of auditory-verbal discrimination and memory additionally normalized alpha desynchronization, associated with improved elaborative processing. The latter presumably contributes to improved auditory gating and cognitive function. CONCLUSIONS/SIGNIFICANCE: Results suggest that dysfunctional interplay of ocillatory activity that may contribute to auditory processing disruption in schizophrenia can be modified by targeted training
