Pattern recognition and interpretation of electromyogram data from cat jaw muscle.
This study investigates the effect of emotional behavior on the masseteric muscle EMG response patterns. Two experimental protocols are utilized: (1) does not elicit emotional behavior (stick chewing) and (2) elicits emotional behavior (hypothalamic stimulation). The Karhunen-Loève transform is used to compute features which exactly represent the correlated patterns of mean-zero observations, with data compression and noise immunity. Using nonparametric tests, it is found that the populations of biting and hissing features are significantly different (p < 0.05), with increased statistical significance as the size of the training set is increased. No statistically significant difference is seen in a test of the two biting populations.
Ciaccio
E J
EJ
Department of Biomedical Engineering, Rutgers University, Piscataway, NJ 08855-0909.
Weiner
S
S
Reisman
S S
SS
Dunn
S M
SM
Akay
M
M
D000818:Animals; D001143:Arousal / Q000502:physiology; D001522:Behavior, Animal / Q000502:physiology; D002415:Cats; D004558:Electric Stimulation; D004576:Electromyography; D004644:Emotions / Q000502:physiology; D007031:Hypothalamus / Q000502:physiology; D008406:Masseter Muscle / Q000294:innervation / Q000502:physiology*; D008409:Mastication / Q000502:physiology; D009046:Motor Neurons / Q000502:physiology; D009119:Muscle Contraction / Q000502:physiology; D010363:Pattern Recognition, Automated; D012815:Signal Processing, Computer-Assisted; D013997:Time Factors