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A Scalable Framework for Closed-Loop Neuromodulation with Deep Learning
No full textSupporting materials for the GX Framework.
The GX Framework is a proposed scalable framework for closed-loop neuromodulation with deep learning. It utilized part of the GX Dataset for validation.
Publication
This work is published as a Preprint on BioRxiv. Please cite this work as:
Nigel Gebodh, Vladimir Miskovic, Sarah Laszlo, Abhishek Datta, Marom Bikson. A Scalable Framework for Closed-Loop Neuromodulation with Deep Learning. bioRxiv 2023.01.18.524615; doi: https://doi.org/10.1101/2023.01.18.524615
Code used to import, process, and plot this dataset can be found here:
GitHub : https://github.com/ngebodh/GX_tES_EEG_Physio_Behavior
GitHub : https://github.com/ngebodh/GX_DL_Framework
For downsampled data (1 kHz ) please see (in .mat format):
Experiment 1 : https://doi.org/10.5281/zenodo.3840615
Experiment 2 : https://doi.org/10.5281/zenodo.3840617
The full dataset is also provided in BIDS format here:
Data in BIDS format: https://doi.org/10.18112/openneuro.ds003670.v1.1.0
NOTE
Please email [email protected] with any questions.
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Going Beyond Counting First Authors in Author Co-citation Analysis
Full text linkThe present study examines one of the fundamental aspects of author co-citation analysis (ACA) - the way co-citation
counts are defined. Co-citation counting provides the data on which all subsequent statistical analyses and mappings
are based, and we compare ACA results based on two different types of co-citation counting - the traditional type that
only counts the first one among a cited work's authors on the one hand and a non-traditional type that takes into
account the first 5 authors of a cited work on the other hand. Results indicate that the picture produced through this non-traditional author co-citation counting contains more coherent author groups and is therefore considerably clearer. However, this picture represents fewer specialties in the research field being studied than that produced through the traditional first-author co-citation counting when the same number of top-ranked authors is selected and analyzed. Reasons for these effects are discussed
Variations on the Author
Full text link“Variations on the Author” discusses two of Eduardo Coutinho’s recent films (Um Dia na Vida, from 2010, and Últimas Conversas, posthumously released in 2015) and their contribution to the general question of documentary authorship. The director’s filmography is characterized by a consistent yet self-effacing form of authorial self-inscription: Coutinho often features as an interviewer that rather than express opinions propels discourses; an interviewer that is good at listening. This mode of self-inscription characterizes him as an author who is not expressive but who is nonetheless markedly present on the screen. In Um Dia na Vida, however, Coutinho is completely absent form the image, while Últimas Conversas, on the contrary, includes a confessional prologue that moves the director from the margins to the center of his films. This article examines the ways in which these works stand out in the filmography of a director who offers new insights into the notion of cinematic authorship
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