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MULTIPLY.LF
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1991-07-05
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6KB
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355 lines
#******************************************************************************
# **** ****
# **** lf_multiply ****
# **** ****
# **** Copyright (C) A. Dwelly and W.W. Armstrong, 1990. ****
# **** ****
# **** All rights reserved. ****
# **** ****
# **** Attachment of copyright does not imply publication. ****
# **** This file contains information which is proprietary ****
# **** to the authors. ****
# **** ****
# **** This is an lf example that learns the multiplication table from a ****
# **** complete training set. It takes about 20 minutes to run on a ****
# **** Sun Sparcstation 1 with 8M ram. This is the adaptive ****
# **** logic network package based on work done by Prof. W. W. Armstrong ****
# **** and others in the Department of Computing Science, University of ****
# **** Alberta, and previous work at the Universite de Montreal, and at ****
# **** AT&T Bell Laboratories, Holmdel, N. J. The software demonstrates ****
# **** that networks consisting of many layers of linear threshold ****
# **** elements can indeed be effectively trained. ****
# **** ****
# **** License: ****
# **** A royalty-free license is granted for the use of this software for ****
# **** NON_COMMERCIAL PURPOSES ONLY. The software may be copied and ****
# **** modified provided this notice appears in its entirety and unchanged ****
# **** in all copies, whether changed or not. Persons modifying the code ****
# **** are requested to state the date, the changes made and who made them ****
# **** in the modification history. ****
# **** ****
# **** Warranty: ****
# **** No warranty of any kind is provided with this software. ****
# **** This software is not supported, and is made available only under ****
# **** the condition that the authors not be held responsible for damages ****
# **** of any kind arising through use of the software, however caused. ****
# **** ****
# **** Patent: ****
# **** The use of a digital circuit which transmits a signal indicating ****
# **** heuristic responsibility is protected by U. S. Patent 3,934,231 ****
# **** and others assigned to Dendronic Decisions Limited of Edmonton, ****
# **** W. W. Armstrong, President. ****
# **** ****
# **** Modification history: ****
# **** ****
# **** 5.9.90 Initial implementation, A.Dwelly ****
# **** ****
# *****************************************************************************
tree
size = 4000
min correct = 143
max epochs = 20
function
domain dimension = 2
coding = 32:12 32:12 32:7
quantization = 12 12 144
training set size = 144
training set =
1 1 1
1 2 2
1 3 3
1 4 4
1 5 5
1 6 6
1 7 7
1 8 8
1 9 9
1 10 10
1 11 11
1 12 12
2 1 2
2 2 4
2 3 6
2 4 8
2 5 10
2 6 12
2 7 14
2 8 16
2 9 18
2 10 20
2 11 22
2 12 24
3 1 3
3 2 6
3 3 9
3 4 12
3 5 15
3 6 18
3 7 21
3 8 24
3 9 27
3 10 30
3 11 33
3 12 36
4 1 4
4 2 8
4 3 12
4 4 16
4 5 20
4 6 24
4 7 28
4 8 32
4 9 36
4 10 40
4 11 44
4 12 48
5 1 5
5 2 10
5 3 15
5 4 20
5 5 25
5 6 30
5 7 35
5 8 40
5 9 45
5 10 50
5 11 55
5 12 60
6 1 6
6 2 12
6 3 18
6 4 24
6 5 30
6 6 36
6 7 42
6 8 48
6 9 54
6 10 60
6 11 66
6 12 72
7 1 7
7 2 14
7 3 21
7 4 28
7 5 35
7 6 42
7 7 49
7 8 56
7 9 63
7 10 70
7 11 77
7 12 84
8 1 8
8 2 16
8 3 24
8 4 32
8 5 40
8 6 48
8 7 56
8 8 64
8 9 72
8 10 80
8 11 88
8 12 96
9 1 9
9 2 18
9 3 27
9 4 36
9 5 45
9 6 54
9 7 63
9 8 72
9 9 81
9 10 90
9 11 99
9 12 108
10 1 10
10 2 20
10 3 30
10 4 40
10 5 50
10 6 60
10 7 70
10 8 80
10 9 90
10 10 100
10 11 110
10 12 120
11 1 11
11 2 22
11 3 33
11 4 44
11 5 55
11 6 66
11 7 77
11 8 88
11 9 99
11 10 110
11 11 121
11 12 132
12 1 12
12 2 24
12 3 36
12 4 48
12 5 60
12 6 72
12 7 84
12 8 96
12 9 108
12 10 120
12 11 132
12 12 144
test set size = 144
test set =
1 1 1
1 2 2
1 3 3
1 4 4
1 5 5
1 6 6
1 7 7
1 8 8
1 9 9
1 10 10
1 11 11
1 12 12
2 1 2
2 2 4
2 3 6
2 4 8
2 5 10
2 6 12
2 7 14
2 8 16
2 9 18
2 10 20
2 11 22
2 12 24
3 1 3
3 2 6
3 3 9
3 4 12
3 5 15
3 6 18
3 7 21
3 8 24
3 9 27
3 10 30
3 11 33
3 12 36
4 1 4
4 2 8
4 3 12
4 4 16
4 5 20
4 6 24
4 7 28
4 8 32
4 9 36
4 10 40
4 11 44
4 12 48
5 1 5
5 2 10
5 3 15
5 4 20
5 5 25
5 6 30
5 7 35
5 8 40
5 9 45
5 10 50
5 11 55
5 12 60
6 1 6
6 2 12
6 3 18
6 4 24
6 5 30
6 6 36
6 7 42
6 8 48
6 9 54
6 10 60
6 11 66
6 12 72
7 1 7
7 2 14
7 3 21
7 4 28
7 5 35
7 6 42
7 7 49
7 8 56
7 9 63
7 10 70
7 11 77
7 12 84
8 1 8
8 2 16
8 3 24
8 4 32
8 5 40
8 6 48
8 7 56
8 8 64
8 9 72
8 10 80
8 11 88
8 12 96
9 1 9
9 2 18
9 3 27
9 4 36
9 5 45
9 6 54
9 7 63
9 8 72
9 9 81
9 10 90
9 11 99
9 12 108
10 1 10
10 2 20
10 3 30
10 4 40
10 5 50
10 6 60
10 7 70
10 8 80
10 9 90
10 10 100
10 11 110
10 12 120
11 1 11
11 2 22
11 3 33
11 4 44
11 5 55
11 6 66
11 7 77
11 8 88
11 9 99
11 10 110
11 11 121
11 12 132
12 1 12
12 2 24
12 3 36
12 4 48
12 5 60
12 6 72
12 7 84
12 8 96
12 9 108
12 10 120
12 11 132
12 12 144
