TY - GEN
T1 - Encoding polysomnographic signals into spike firing rate for sleep staging
AU - Valadez, Sergio
AU - Sossa, Humberto
AU - Santiago-Montero, Raúl
AU - Guevara, Elizabeth
N1 - Publisher Copyright:
© Springer International Publishing Switzerland 2015.
PY - 2015
Y1 - 2015
N2 - In this work, an encoding of polysomnographic signals into a spike firing rate, based on the BSA algorithm, is used as a discriminant feature for sleep stage classification. This proposal obtains a better sleep staging compared with the mean power signals frequency. Furthermore, a comparison of classification results obtained by different algorithms - such as Support Vector Machines, Multilayer Perceptron, Radial Basis Function Network, Naïve Bayes, K-Nearest Neighbors and the decision tree algorithm C4.5 - is reported, demonstrating that Multilayer Perceptron has the best performance.
AB - In this work, an encoding of polysomnographic signals into a spike firing rate, based on the BSA algorithm, is used as a discriminant feature for sleep stage classification. This proposal obtains a better sleep staging compared with the mean power signals frequency. Furthermore, a comparison of classification results obtained by different algorithms - such as Support Vector Machines, Multilayer Perceptron, Radial Basis Function Network, Naïve Bayes, K-Nearest Neighbors and the decision tree algorithm C4.5 - is reported, demonstrating that Multilayer Perceptron has the best performance.
KW - BSA algorithm
KW - Classification
KW - EEG
KW - EMG
KW - EOG
KW - Encoding
KW - FIR filter
KW - Polysomnogram
KW - Sleep stages
KW - Spike firing rate
KW - Spike train
UR - http://www.scopus.com/inward/record.url?scp=84937469421&partnerID=8YFLogxK
U2 - 10.1007/978-3-319-19264-2_27
DO - 10.1007/978-3-319-19264-2_27
M3 - Contribución a la conferencia
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - 282
EP - 291
BT - Pattern Recognition-7th Mexican Conference, MCPR 2015, Proceedings
A2 - Olvera López, José Arturo
A2 - Carrasco-Ochoa, Jesús Ariel
A2 - Martínez-Trinidad, José Francisco
A2 - Famili, Fazel
A2 - Sossa-Azuela, Juan Humberto
PB - Springer Verlag
T2 - 7th Mexican Conference on Pattern Recognition, MCPR 2015
Y2 - 24 June 2015 through 27 June 2015
ER -