Computational neuroscience: Mathematical and statistical perspectives

RE Kass, SI Amari, K Arai, EN Brown… - Annual review of …, 2018 - annualreviews.org
Mathematical and statistical models have played important roles in neuroscience, especially
by describing the electrical activity of neurons recorded individually, or collectively across …

Dissociation between sustained single-neuron spiking and transient β-LFP oscillations in primate motor cortex

ME Rule, CE Vargas-Irwin… - Journal of …, 2017 - journals.physiology.org
Determining the relationship between single-neuron spiking and transient (20 Hz) β-local
field potential (β-LFP) oscillations is an important step for understanding the role of these …

Neural timescales from a computational perspective

R Zeraati, A Levina, JH Macke, R Gao - arXiv preprint arXiv:2409.02684, 2024 - arxiv.org
Timescales of neural activity are diverse across and within brain areas, and experimental
observations suggest that neural timescales reflect information in dynamic environments …

Computational capacity of pyramidal neurons in the cerebral cortex

DD Georgiev, SK Kolev, E Cohen, JF Glazebrook - Brain Research, 2020 - Elsevier
The electric activities of cortical pyramidal neurons are supported by structurally stable,
morphologically complex axo-dendritic trees. Anatomical differences between axons and …

[HTML][HTML] Quantifying how staining methods bias measurements of neuron morphologies

R Farhoodi, BJ Lansdell, KP Kording - Frontiers in neuroinformatics, 2019 - frontiersin.org
The process through which neurons are labeled is a key methodological choice in
measuring neuron morphology. However little is known about how this choice may bias …

Adaptive modeling and inference of higher-order coordination in neuronal assemblies: a dynamic greedy estimation approach

S Mukherjee, B Babadi - PLOS Computational Biology, 2024 - journals.plos.org
Central in the study of population codes, coordinated ensemble spiking activity is widely
observable in neural recordings with hypothesized roles in robust stimulus representation …

Dynamic analysis of higher-order coordination in neuronal assemblies via de-sparsified orthogonal matching pursuit

S Mukherjee, B Babadi - Advances in Neural Information …, 2021 - proceedings.neurips.cc
Coordinated ensemble spiking activity is widely observable in neural recordings and central
in the study of population codes, with hypothesized roles including robust stimulus …

Inferring oscillatory modulation in neural spike trains

K Arai, RE Kass - PLoS computational biology, 2017 - journals.plos.org
Oscillations are observed at various frequency bands in continuous-valued neural
recordings like the electroencephalogram (EEG) and local field potential (LFP) in bulk brain …

Homeostatic mechanisms may shape the type and duration of oscillatory modulation

EJ Peterson, B Voytek - Journal of Neurophysiology, 2020 - journals.physiology.org
Neural oscillations are observed ubiquitously in the mammalian brain, but their stability is
known to be rather variable. Some oscillations are tonic and last for seconds or even …

[PDF][PDF] The trade-off between neural computation and oscillatory coordination

EJ Peterson, B Voytek - BioRxiv, 2018 - biorxiv.org
The trade-off between neural computation and oscillatory coordination Page 1 DRAFT The
trade-off between neural computation and oscillatory coordination. Erik J Petersona,1 and …