Swarm Intelligence

84 Cuckoo Search Algorithm

• Classification average accuracy: This indicator describes how accurate the classi-

fier is given the selected feature set. The classification average accuracy can be

formulated as

AvgP erf =

1

M

M

X

j=1

1

N

N

X

i=1

Match(C

i

, L

i

) (4.28)

where M is the number of times to run the optimization algorithm to select feature

subset, N is the number of points in the test set, C

i

is the classifier output label

for data point i, L

i

is the reference class label for data point i, and M atch is a

function that outputs 1 when the two input labels are the same and outputs 0

when they are different.

• Statistical mean is the average of solutions acquired