TY - GEN
T1 - A contour based automatic method to classify local field potentials recorded from rat barrel cortex
AU - Mahmud, Mufti
AU - Travalin, Davide
AU - Bertoldo, Alessandra
AU - Girardi, Stefano
AU - Maschietto, Marta
AU - Vassanelli, Stefano
PY - 2010
Y1 - 2010
N2 - Whisking is the natural way for the rodents to explore the environment. Using the Local Field Potentials (LFPs) recorded from the barrel columns of the rat somatosensory cortex (S1) is one of the ways to extract information about the signal processing pathway during tactile information processing. Studies have shown that intra-and trans-columnar microcircuits in the barrel cortex segregate and integrate information during this pathway activation. During each experiment many single sweeps (sometimes referred as raw traces) of signal are recorded as a result of underlying network activity and averaged to extract information from them. However, mostly these single sweeps are very different in their shapes and extracting the information provided by the shape is the most common way to decode the transmitted information about the network. In this work, we propose a method capable of classifying these single sweeps from an experiment based on their shapes. The shape specific information of the single sweeps provided by this method can be used in decoding the tactile information processing pathway with a higher precision.
AB - Whisking is the natural way for the rodents to explore the environment. Using the Local Field Potentials (LFPs) recorded from the barrel columns of the rat somatosensory cortex (S1) is one of the ways to extract information about the signal processing pathway during tactile information processing. Studies have shown that intra-and trans-columnar microcircuits in the barrel cortex segregate and integrate information during this pathway activation. During each experiment many single sweeps (sometimes referred as raw traces) of signal are recorded as a result of underlying network activity and averaged to extract information from them. However, mostly these single sweeps are very different in their shapes and extracting the information provided by the shape is the most common way to decode the transmitted information about the network. In this work, we propose a method capable of classifying these single sweeps from an experiment based on their shapes. The shape specific information of the single sweeps provided by this method can be used in decoding the tactile information processing pathway with a higher precision.
KW - Contour matching
KW - K-means clustering
KW - Local field potentials
KW - Single sweep classification
KW - Whisker stimulation
UR - https://www.scopus.com/pages/publications/79952558540
U2 - 10.1109/CIBEC.2010.5716087
DO - 10.1109/CIBEC.2010.5716087
M3 - Conference contribution
AN - SCOPUS:79952558540
SN - 9781424471706
T3 - 2010 5th Cairo International Biomedical Engineering Conference, CIBEC 2010
SP - 163
EP - 166
BT - 2010 5th Cairo International Biomedical Engineering Conference, CIBEC 2010
T2 - 2010 5th Cairo International Biomedical Engineering Conference, CIBEC 2010
Y2 - 16 December 2010 through 18 December 2010
ER -