Stochastic Multi-Scale Modelling for the Analysis of Closed-Loop Interactions among Brain Networks

Publications

Peer reviewed articles (4)

Space-by-time decomposition for single-trial decoding of M/EEG activity

Author(s): Ioannis Delis, Arno Onken, Philippe G. Schyns, Stefano Panzeri, Marios G. Philiastides
Published in: NeuroImage, Issue 133, 2016, Page(s) 504-515, ISSN 1053-8119
DOI: 10.1016/j.neuroimage.2016.03.043

Using Matrix and Tensor Factorizations for the Single-Trial Analysis of Population Spike Trains

Author(s): Arno Onken, Jian K. Liu, P. P. Chamanthi R. Karunasekara, Ioannis Delis, Tim Gollisch, Stefano Panzeri
Published in: PLOS Computational Biology, Issue 12/11, 2016, Page(s) e1005189, ISSN 1553-7358
DOI: 10.1371/journal.pcbi.1005189

State-Dependent Decoding Algorithms Improve the Performance of a Bidirectional BMI in Anesthetized Rats

Author(s): Vito De Feo, Fabio Boi, Houman Safaai, Arno Onken, Stefano Panzeri, Alessandro Vato
Published in: Frontiers in Neuroscience, Issue 11, 2017, ISSN 1662-453X
DOI: 10.3389/fnins.2017.00269

Inference of neuronal functional circuitry with spike-triggered non-negative matrix factorization

Author(s): Jian K. Liu, Helene M. Schreyer, Arno Onken, Fernando Rozenblit, Mohammad H. Khani, Vidhyasankar Krishnamoorthy, Stefano Panzeri, Tim Gollisch
Published in: Nature Communications, Issue 8/1, 2017, ISSN 2041-1723
DOI: 10.1038/s41467-017-00156-9

Conference proceedings (6)

Concurrent Analysis of Neural Activity at Multiple Scales Using Mixed Vine Copulas

Author(s): Onken, Arno; Panzeri, Stefano
Published in: Bernstein Conference 2016, Issue 1, 2016
DOI: 10.12751/nncn.bc2016.0213

Mixed vine copulas as joint models of spike counts and local field potentials

Author(s): Onken, Arno; Panzeri, Stefano
Published in: Advances in Neural Information Processing Systems, Issue 29, 2016, Page(s) 1325--1333
DOI: 10.5281/zenodo.584120

Analysis of Multiplexed Neural Codes Using the Laplacian Pyramid Decomposition

Author(s): Molano-Mazon, Manuel; Onken, Arno; Safaai, Houman; Panzeri, Stefano
Published in: Bernstein Conference 2015, Issue 8, 2015
DOI: 10.12751/nncn.bc2015.0077

Temporal Information Demultiplexing: A Novel Approach to the Analysis of Multiplexed Neural Codes

Author(s): Molano-Mazón, Manuel; Onken, Arno; Safaai, Houman; Panzeri, Stefano
Published in: Bernstein Conference 2016, Issue 6, 2016
DOI: 10.12751/nncn.bc2016.0136

Information Jitter Derivative Method: A Novel Approach to the Analysis of Multiplexed Neural Codes

Author(s): Manuel Molano-Mazon; Arno Onken; Liu, Jian K.; Tim Gollisch; Houman Safaai; Stefano Panzeri
Published in: Issue 2, 2016
DOI: 10.5281/zenodo.814804

Information Jitter Derivative Method: A Novel Approach to the Analysis of Multiplexed Neural Codes

Author(s): Manuel Molano-Mazon; Arno Onken; Liu, Jian K.; Tim Gollisch; Houman Safaai; Stefano Panzeri
Published in: Issue 1, 2017
DOI: 10.5281/zenodo.814832