Biomedical Engineering Reference
In-Depth Information
G(k)
s 9 p matrix denoting the Kalman gain that is an integral part of
the EKF algorithm
C ðÞ
p 9 p matrix denoting the global conversion factor for the entire
network
P(k|k-1)
s 9 s prediction-error covariance matrix
P(k|k)
s 9 s filtering-error covariance matrix
G
Designated number of mutually exclusive disjoint weight groups
ˆ i (k|k)
Filtered weight vector for the group i, where i = 1, 2,…,g
P i (k|k)
Subset of the filtering-error covariance matrix for the group i,
where i = 1, 2,…,g
Gi(k)
Kalman gain matrix for the group i, where i = 1, 2,…,g
c
Designated number of mutually exclusive channel
ðÞ Filtered weight vector
G i CP (k)
w CP
i
kk
Kalman gain matrix for the channel i
P i CP (k|k-1)
Prediction-error covariance matrix for the channel i
P i CP (k|k)
Filtering-error covariance matrix for the channel i
C CP
Global conversion factor for the coupled entire network
ðÞ
d i (k)
Desired response for the linearized system
l ij
Coupling degree to which component (i) depend on one another (j)
P
Coupling matrix
a CP
i
ðÞ
Difference between di(k) and coupled estimations for the channel
number i
P(k)
Adaptive coupling matrix
H(k)
Error-gain matrix
D(k)
Difference of the consecutive global error gain values
m i
d-dimensional sample mean for group i
n i
Component number of group i
S W
Within-class scatter value in the given samples
S B
Between-class scatter value in the given samples
J(•)
Objective function to get the optimized group number (g)
h
Set of neural network true weights and biases
h
Least square estimation of h
c
Marginal value to judge prediction overshoot
r
Standard deviation estimator
I
Candidate feature combination vector
Î
Estimated feature combination vector
c
Class number
ˆ
Estimated class number to get the minimum of the objective
function value (J(c))
l m
Mean vector of the mth component
R m
Covariance matrix of the mth component
N
Neuron number of the input layer
H
Neuron number of the hidden layer
x
Feature combination vector
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