TY - GEN
T1 - Non-parametric change point detection for spike trains
AU - Mosqueiro, Thiago
AU - Strube-Bloss, Martin
AU - Tuma, Rafael
AU - Pinto, Reynaldo
AU - Smith, Brian
AU - Huerta, Ramon
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2016/4/26
Y1 - 2016/4/26
N2 - Two techniques of non-parametric change point detection are applied to two different neuroscience datasets. In the first dataset, we show how the multivariate non-parametric change point detection can precisely estimate reaction times to input stimulation in the olfactory system using joint information of spike trains from several neurons. In the second example, we propose to analyze communication and sequence coding using change point formalism as a time segmentation of homogeneous pieces of information, revealing cues to elucidate directionality of the communication in electric fish. We are also sharing our software implementation Chapolins at GitHub.
AB - Two techniques of non-parametric change point detection are applied to two different neuroscience datasets. In the first dataset, we show how the multivariate non-parametric change point detection can precisely estimate reaction times to input stimulation in the olfactory system using joint information of spike trains from several neurons. In the second example, we propose to analyze communication and sequence coding using change point formalism as a time segmentation of homogeneous pieces of information, revealing cues to elucidate directionality of the communication in electric fish. We are also sharing our software implementation Chapolins at GitHub.
KW - Communication
KW - Electric fish
KW - Non-parametric
KW - Olfaction
UR - http://www.scopus.com/inward/record.url?scp=84992418528&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84992418528&partnerID=8YFLogxK
U2 - 10.1109/CISS.2016.7460561
DO - 10.1109/CISS.2016.7460561
M3 - Conference contribution
AN - SCOPUS:84992418528
T3 - 2016 50th Annual Conference on Information Systems and Sciences, CISS 2016
SP - 545
EP - 550
BT - 2016 50th Annual Conference on Information Systems and Sciences, CISS 2016
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 50th Annual Conference on Information Systems and Sciences, CISS 2016
Y2 - 16 March 2016 through 18 March 2016
ER -