Improved Estimation and Interpretation of Correlations in Neural Circuits

Keywords

Estimator, Pairwise comparison, Covariance matrix, Correlation, Artificial neural network

References

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• Spatial and temporal scales of neuronal correlation in visual area V4Matthew A. Smith, Marc A. Sommer — 2013
• Estimation of functional connectivity in fMRI data using stability selection-based sparse partial correlation with elastic net penaltySrikanth Ryali, Tianwen Chen, Kaustubh Supekar — 2011
• Fast two-photon in vivo imaging with three-dimensional random-access scanning in large tissue volumesGergely Katona, Gergely Szalay, Pál Maák — 2012
• Population coding in neuronal systems with correlated noise.Haim Sompolinsky, Hyoungsoo Yoon, Kukjin Kang — 2001
• A survey of cross-validation procedures for model selectionSylvain Arlot, Alain Celisse — 2009
• Spatial profile of excitatory and inhibitory synaptic connectivity in mouse primary auditory cortexRobert B. Levy, Alex D. Reyes — 2012
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• The emergence of functional microcircuits in visual cortexHo Ko, Lee Cossell, Chiara Baragli — 2013
• Highly Nonrandom Features of Synaptic Connectivity in Local Cortical CircuitsSen Song, P. Jesper Sjöström, Markus Reigl — 2005
• Laminar dependence of neuronal correlations in visual cortex.Matthew A. Smith, Xiaoxuan Jia, Amin Zandvakili — 2013
• Spontaneously emerging cortical representations of visual attributesTal Kenet, Dmitri Bibitchkov, Misha Tsodyks — 2003
• Stimulus Dependence of Neuronal Correlation in Primary Visual Cortex of the MacaqueAdam Kohn, Matthew A. Smith — 2005
• Simultaneous Studies of Firing Patterns in Several NeuronsGeorge L. Gerstein, Wesley A. Clark — 1964
• A Shrinkage Approach to Large-Scale Covariance Matrix Estimation and Implications for Functional GenomicsJuliane Schäfer, Korbinian Strimmer — 2005

Cited by

• Attention stabilizes the shared gain of V4 populationsNeil C. Rabinowitz, Robbe L. T. Goris, Marlene R. Cohen — 2015
• Theory of population coupling and applications to describe high order correlations in large populations of interacting neuronsHaiping Huang — 2016
• The mechanics of state dependent neural correlationsBrent Doiron, Ashok Litwin-Kumar, Robert Rosenbaum — 2016
• Spontaneous Neural Dynamics and Multi-scale Network OrganizationBrett L. Foster, Biyu J. He, Christopher J. Honey — 2016
• Rich-Club Organization in Effective Connectivity among Cortical NeuronsSunny Nigam, Masanori Shimono, Shinya Ito — 2016
• Latent Variable Modeling and Statistical LearningYunxiao Chen — 2016
• The functional role of all postsynaptic potentials examined from a first-person frame of referenceKunjumon I. Vadakkan — 2016
• Spike synchrony generated by modulatory common input through NMDA-type synapses.Nobuhiko Wagatsuma, R. von der Heydt, Ernst Niebur — 2016
• The mechanics of state-dependent neuralAshok Litwin-Kumar, Robert Rosenbaum, Gabriel Koch Ocker — 2016
• Consistent estimation of complete neuronal connectivity in large neuronal populations using sparse “shotgun” neuronal activity samplingYuriy Mishchenko — 2015
• Technologies for imaging neural activity in large volumesNa Ji, Jeremy Freeman, Spencer L. Smith — 2016
• Low-Rank Correlations in Heterogeneous Neural CircuitsAndrea K. Barreiro, Cheng Ly — 2016
• Differential Covariance: A New Class of Methods to Estimate Sparse Connectivity from Neural RecordingsTiger W. Lin, Anup Das, Giri P. Krishnan — 2017
• A new class of methods for functional connectivity estimationWutu Lin — 2016
• Interpretation of the Precision Matrix and Its Application in Estimating Sparse Brain Connectivity during Sleep Spindles from Human Electrocorticography RecordingsAnup Das, Aaron L. Sampson, Claudia Lainscsek — 2017
• Maintenance and Representation of Mind Wandering during Resting-State fMRIYing‐hui Chou, Mark Sundman, Heather E. Whitson — 2017
• Estimating covariance structure in high dimensionsAshwini Maurya — 2016
• Characterizing and interpreting the influence of internal variables on sensory activityRichard D. Lange, Ralf M. Haefner — 2017
• From the statistics of connectivity to the statistics of spike times in neuronal networksGabriel Koch Ocker, Yu Hu, Michael A. Buice — 2017
• Integrated omics analyses of retrograde signaling mutant delineate interrelated stress response strataMarta Bjornson, Gerd Ulrich Balcke, Yanmei Xiao — 2017

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