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ASME's Mechanical Engine…ing Toolkit 1997 December
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atre27.exe
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ATREE_27
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COUNT.LF
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1992-08-01
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#
# count.lf
#
# This is an lf example that learns how to count "fingers".
# Five numbers of either 0 or 1 are presented as the domain
# and the base 10 total of the five numbers is given as the
# codomain. This example takes only a few minutes to execute.
#
# This type of problem is very difficult for ALNs because
# perturbing the input slightly changes the desired output.
# ALNs work best when perturbing the input does not affect
# the desired output class. Nevertheless, the example
# illustrates that choosing a large ALN relative to the domain
# size (in this example, there are only 32 possible inputs)
# can still achieve a mapping from input to correct output.
#
tree
size = 512
vote = 1
min correct = 32
max epochs = 50
function
domain dimension = 5
codomain dimension = 1
coding = 1:1 1:1 1:1 1:1 1:1 6:2
quantization = 2 2 2 2 2 6
largest = 1 1 1 1 1 5
smallest = 0 0 0 0 0 0
training set size = 32
training set =
0 0 0 0 0 0
0 0 0 0 1 1
0 0 0 1 0 1
0 0 0 1 1 2
0 0 1 0 0 1
0 0 1 0 1 2
0 0 1 1 0 2
0 0 1 1 1 3
0 1 0 0 0 1
0 1 0 0 1 2
0 1 0 1 0 2
0 1 0 1 1 3
0 1 1 0 0 2
0 1 1 0 1 3
0 1 1 1 0 3
0 1 1 1 1 4
1 0 0 0 0 1
1 0 0 0 1 2
1 0 0 1 0 2
1 0 0 1 1 3
1 0 1 0 0 2
1 0 1 0 1 3
1 0 1 1 0 3
1 0 1 1 1 4
1 1 0 0 0 2
1 1 0 0 1 2
1 1 0 1 0 3
1 1 0 1 1 4
1 1 1 0 0 3
1 1 1 0 1 4
1 1 1 1 0 4
1 1 1 1 1 5
test set size = 32
test set =
0 0 0 0 0 0
0 0 0 0 1 1
0 0 0 1 0 1
0 0 0 1 1 2
0 0 1 0 0 1
0 0 1 0 1 2
0 0 1 1 0 2
0 0 1 1 1 3
0 1 0 0 0 1
0 1 0 0 1 2
0 1 0 1 0 2
0 1 0 1 1 3
0 1 1 0 0 2
0 1 1 0 1 3
0 1 1 1 0 3
0 1 1 1 1 4
1 0 0 0 0 1
1 0 0 0 1 2
1 0 0 1 0 2
1 0 0 1 1 3
1 0 1 0 0 2
1 0 1 0 1 3
1 0 1 1 0 3
1 0 1 1 1 4
1 1 0 0 0 2
1 1 0 0 1 2
1 1 0 1 0 3
1 1 0 1 1 4
1 1 1 0 0 3
1 1 1 0 1 4
1 1 1 1 0 4
1 1 1 1 1 5