List Of Tables
Figure Page
2.1 Comparison Of Operations Required To Calculate The Output
Of A Scaly Architecture And A Fully Connected Neural Network 39
4.1 Error And Performance Of The Scaly Network In Recognising The
Letters 'A' And 'B' From The Data Training Set After 300 Training
Sweeps 58
4.2 Error And Performance Of The Scaly Network In Recognising The
Letters 'A' And 'B' From The Data Test Set After 300 Training
Sweeps 58
4.3 Error And Performance Of The Fully Connected Network In
Recognising The Letters 'A' And 'B' From The Data Training Set
After 300 Training Sweeps 59
4.4 Error And Performance Of The Fully Connected Network In
Recognising The Letters 'A' And 'B' From The Data Test Set
After 300 Training Sweeps 59
4.5 Error And Performance Of The Scaly Network In Recognising The
Letters 'A', 'B' and 'C' From The Data Training Set After 300 Training
Sweeps 61
4.6 Error And Performance Of The Scaly Network In Recognising The
Letters ''A', 'B' and 'C' From The Data Test Set After 300 Training
Sweeps 61
4.7 Error And Performance Of The Fully Connected Network In
Recognising The Letters 'A', 'B' and 'C' From The Data Training Set
After 300 Training Sweeps 62
4.8 Error And Performance Of The Fully Connected Network In
Recognising The Letters ''A', 'B' and 'C' From The Data Test Set
After 300 Training Sweeps 62
4.9 Error And Performance Of The Scaly Network In Recognising The
Full English Alphabet From The Data Training Set After 300 Training
Sweeps 64
4.10 Error And Performance Of The Scaly Network In Recognising The
Full English Alphabet From The Data Test Set After 300 Training
Sweeps 64
4.11 Error And Performance Of The Fully Connected Network In
Recognising The Full English Alphabet From The Data Training Set
After 300 Training Sweeps 65
4.12 Error And Performance Of The Fully Connected Network In
Recognising The Full English Alphabet From The Data Test Set
After 300 Training Sweeps 65
5.1 Error And Performance Of Network Of Input Layer Size 11 Frames
In Recognizing The E-Set After 2500 Training Sweeps 75
5.2 Error And Performance Of Network Of Input Layer Size 15 Frames
In Recognizing The E-Set After 2500 Training Sweeps 75
5.3 Error And Performance Of Network Of Input Layer Size 21 Frames
In Recognizing The E-Set After 2500 Training Sweeps 76
5.4 Error And Performance Of Network Of Input Layer Size 25 Frames
In Recognizing The E-Set After 2500 Training Sweeps 76
5.5 Error And Performance Of Network Of Input Layer Size 31 Frames
In Recognizing The E-Set After 2500 Training Sweeps 77
5.6 Error And Performance Of Network Of Input Layer Size 35 Frames
In Recognizing The E-Set After 2500 Training Sweeps 77
5.7 Error And Performance Of Network Of Input Layer Size 41 Frames
In Recognizing The E-Set After 2500 Training Sweeps 78
5.8 Error And Performance Of Network Of Input Layer Size 45 Frames
In Recognizing The E-Set After 2500 Training Sweeps 78
5.9 Error And Performance Of Network Of Input Layer Size 11 Frames
In Recognizing The Whole English Alphabet After 2500 Training
Sweeps 87
5.10 Error And Performance Of Network Of Input Layer Size 15 Frames
In Recognizing The Whole English Alphabet After 2500 Training
Sweeps 87
5.11 Error And Performance Of Network Of Input Layer Size 21 Frames
In Recognizing The Whole English Alphabet After 2500 Training
Sweeps 88
5.12 Error And Performance Of Network Of Input Layer Size 25 Frames
In Recognizing The Whole English Alphabet After 2500 Training
Sweeps 88
5.13 Error And Performance Of Network Of Input Layer Size 31 Frames
In Recognizing The Whole English Alphabet After 2500 Training
Sweeps 89
5.14 Error And Performance Of Network Of Input Layer Size 35 Frames
In Recognizing The Whole English Alphabet After 2500 Training
Sweeps 89
5.15 Error And Performance Of Network Of Input Layer Size 41 Frames
In Recognizing The Whole English Alphabet After 2500 Training
Sweeps 90
5.16 Error And Performance Of Network Of Input Layer Size 45 Frames
In Recognizing The Whole English Alphabet After 2500 Training
Sweeps 90
6.1 Error And Performance Of Various Scaly Network Architectures In
Recognizing The E-Set After 2500 Training Sweeps 103
6.2 Error And Performance Of Various Scaly Network Architectures In
Recognizing The E-Set After 2500 Training Sweeps 104
6.3 Error And Performance Of Various Scaly Network Architectures In
Recognizing The E-Set After 2500 Training Sweeps 105
6.4 Error And Performance Of Various Scaly Network Architectures In
Recognizing The E-Set After 2500 Training Sweeps 106
7.1 Performance, Error And Number Of Weights For Networks With
Increasing Size Of Hidden Zone 127