decoding information for grasping from the macaque … et al 2017.pdf · 2017. 4. 18. · matteo...
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Accepted manuscripts are peer-reviewed but have not been through the copyediting, formatting, or proofreadingprocess.
Copyright © 2017 the authors
This Accepted Manuscript has not been copyedited and formatted. The final version may differ from this version.
Research Articles: Systems/Circuits
Decoding information for grasping from the macaque dorsomedial visual stream
Matteo Filippini1,*, Rossella Breveglieri1,*, M. Ali Akhras1,#, Annalisa Bosco1, Eris Chinellato2 and Patrizia Fattori1
1Dept. Pharmacy and Biotechnology, Univ. of Bologna, 40126 Bologna, Italy2School of Science and Engineering, Middlesex University, London NW4 4BT, United Kingdom
DOI: 10.1523/JNEUROSCI.3077-16.2017
Received: 3 October 2016
Revised: 19 February 2017
Accepted: 22 February 2017
Published: 20 March 2017
Author contributions: M.F., M.A.A., and E.C. analyzed data; M.F., R.B., E.C., and P.F. wrote the paper; R.B.and A.B. performed research; P.F. designed research.
*These authors equally contributed to this work
This work was supported, by Ministero dell'Universita` e della Ricerca (Italy) Firb 2013 N. RBFR132BKP, and byFondazione del Monte di Bologna e Ravenna (Italy). We thank N. Marzocchi and G. Placenti for setting up theexperimental apparatus.; The authors declare no competing financial interests.
Correspondence should be addressed to Prof. Patrizia Fattori, Dept. of Pharmacy and Biotechnology,Universita` di Bologna, Piazza di Porta S. Donato, 2, 40126 Bologna, Italy. E-mail: [email protected]
Cite as: J. Neurosci ; 10.1523/JNEUROSCI.3077-16.2017
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et al. et
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et al. et al. et al.
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Experimental procedure
Macaca fascicularis
i.v
et al.
i.m. i.m.
et al.
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et al. et al.
Behavioral task
et al.
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FREE
OBJ-VIS
DELAY
GRASP
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FREE
×
et al.
Tested objects
Handle:
finger prehension
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Stick-in-groove
advanced
precision grip
Ring
hook grip
Plate
primitive precision grip,
Ball: whole-hand prehension
Data analysis
scikit-learn,
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population
response neural decoding
Population response
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et al.
Neural Decoding
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et al.
et al. et al.
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scikit-learn
et al.
time
et al.
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et al.
et al.
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Decoding results
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Object recognition within the object presentation epoch
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Decoding the neural information within the planning epoch
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Decoding the neural information within the grasping execution epoch
Time-course of the decoding performance
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Generalization analysis
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et al.
et al.
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et al.
et al.
visual/object
motor/grip
et al. et al.
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et al.
et al.
et al.
Offline decoding from single cells in dorso-medial fronto-parietal areas: perspectives
on BCIs
et al. et al
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Science
Proceedings of the 31st Annual International Conference of
the IEEE Engineering in Medicine and Biology Society: Engineering the Future
of Biomedicine, EMBC 2009
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