Dimensionality reduction for large-scale neural recordings
JP Cunningham, BM Yu - Nature neuroscience, 2014 - nature.com
Most sensory, cognitive and motor functions depend on the interactions of many neurons. In
recent years, there has been rapid development and increasing use of technologies for …
recent years, there has been rapid development and increasing use of technologies for …
Complex brain networks: graph theoretical analysis of structural and functional systems
E Bullmore, O Sporns - Nature reviews neuroscience, 2009 - nature.com
Recent developments in the quantitative analysis of complex networks, based largely on
graph theory, have been rapidly translated to studies of brain network organization. The …
graph theory, have been rapidly translated to studies of brain network organization. The …
[HTML][HTML] Controlling visually guided behavior by holographic recalling of cortical ensembles
Neurons in cortical circuits are often coactivated as ensembles, yet it is unclear whether
ensembles play a functional role in behavior. Some ensemble neurons have pattern …
ensembles play a functional role in behavior. Some ensemble neurons have pattern …
A theory of multineuronal dimensionality, dynamics and measurement
In many experiments, neuroscientists tightly control behavior, record many trials, and obtain
trial-averaged firing rates from hundreds of neurons in circuits containing billions of …
trial-averaged firing rates from hundreds of neurons in circuits containing billions of …
Imprinting and recalling cortical ensembles
Neuronal ensembles are coactive groups of neurons that may represent building blocks of
cortical circuits. These ensembles could be formed by Hebbian plasticity, whereby synapses …
cortical circuits. These ensembles could be formed by Hebbian plasticity, whereby synapses …
On simplicity and complexity in the brave new world of large-scale neuroscience
P Gao, S Ganguli - Current opinion in neurobiology, 2015 - Elsevier
Technological advances have dramatically expanded our ability to probe multi-neuronal
dynamics and connectivity in the brain. However, our ability to extract a simple conceptual …
dynamics and connectivity in the brain. However, our ability to extract a simple conceptual …
Gaussian-process factor analysis for low-dimensional single-trial analysis of neural population activity
BM Yu, JP Cunningham… - Advances in neural …, 2008 - proceedings.neurips.cc
We consider the problem of extracting smooth low-dimensional neural trajectories''that
summarize the activity recorded simultaneously from tens to hundreds of neurons on …
summarize the activity recorded simultaneously from tens to hundreds of neurons on …
[HTML][HTML] Integrated neural dynamics of sensorimotor decisions and actions
Recent theoretical models suggest that deciding about actions and executing them are not
implemented by completely distinct neural mechanisms but are instead two modes of an …
implemented by completely distinct neural mechanisms but are instead two modes of an …
[HTML][HTML] Long-term stability of cortical ensembles
Neuronal ensembles, coactive groups of neurons found in spontaneous and evoked cortical
activity, are causally related to memories and perception, but it is still unknown how stable or …
activity, are causally related to memories and perception, but it is still unknown how stable or …
[HTML][HTML] Model-free reconstruction of excitatory neuronal connectivity from calcium imaging signals
O Stetter, D Battaglia, J Soriano, T Geisel - 2012 - journals.plos.org
A systematic assessment of global neural network connectivity through direct
electrophysiological assays has remained technically infeasible, even in simpler systems …
electrophysiological assays has remained technically infeasible, even in simpler systems …