SimpleNeuralNetworkModelsCompressed / Experiment Results - Supplementary.csv
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Experimental Results Supplementary
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Function,Neuron Count Before Optimization,Neuron Count After Optimization,Dead Neurons,Compression Ratio,Percentage of Compression
Exponential,2,2,0,0,0
Exponential,3,2,1,0.333333333,33.33333333
Exponential,4,2,2,0.5,50
Exponential,5,2,3,0.6,60
Exponential,6,1,5,0.833333333,83.33333333
Exponential,7,2,5,0.714285714,71.42857143
Exponential,8,2,6,0.75,75
Exponential,9,2,7,0.777777778,77.77777778
Exponential,10,3,7,0.7,70
ExponentiallyScaled,2,1,1,0.5,50
ExponentiallyScaled,3,2,1,0.333333333,33.33333333
ExponentiallyScaled,4,1,3,0.75,75
ExponentiallyScaled,5,1,4,0.8,80
ExponentiallyScaled,6,2,4,0.666666667,66.66666667
ExponentiallyScaled,7,2,5,0.714285714,71.42857143
ExponentiallyScaled,8,2,6,0.75,75
ExponentiallyScaled,9,3,6,0.666666667,66.66666667
ExponentiallyScaled,10,2,8,0.8,80
ExponentiallyScaledTranslated,2,1,1,0.5,50
ExponentiallyScaledTranslated,3,2,1,0.333333333,33.33333333
ExponentiallyScaledTranslated,4,1,3,0.75,75
ExponentiallyScaledTranslated,5,2,3,0.6,60
ExponentiallyScaledTranslated,6,2,4,0.666666667,66.66666667
ExponentiallyScaledTranslated,7,2,5,0.714285714,71.42857143
ExponentiallyScaledTranslated,8,2,6,0.75,75
ExponentiallyScaledTranslated,9,2,7,0.777777778,77.77777778
ExponentiallyScaledTranslated,10,2,8,0.8,80
Quadratic,2,1,1,0.5,50
Quadratic,3,1,2,0.666666667,66.66666667
Quadratic,4,1,3,0.75,75
Quadratic,5,1,4,0.8,80
Quadratic,6,1,5,0.833333333,83.33333333
Quadratic,7,1,6,0.857142857,85.71428571
Quadratic,8,4,4,0.5,50
Quadratic,9,2,7,0.777777778,77.77777778
Quadratic,10,4,6,0.6,60
ScaledExponential,2,1,1,0.5,50
ScaledExponential,3,2,1,0.333333333,33.33333333
ScaledExponential,4,1,3,0.75,75
ScaledExponential,5,2,3,0.6,60
ScaledExponential,6,2,4,0.666666667,66.66666667
ScaledExponential,7,2,5,0.714285714,71.42857143
ScaledExponential,8,3,5,0.625,62.5
ScaledExponential,9,2,7,0.777777778,77.77777778
ScaledExponential,10,3,7,0.7,70
ScaledQuadratic,2,1,1,0.5,50
ScaledQuadratic,3,2,1,0.333333333,33.33333333
ScaledQuadratic,4,1,3,0.75,75
ScaledQuadratic,5,1,4,0.8,80
ScaledQuadratic,6,2,4,0.666666667,66.66666667
ScaledQuadratic,7,1,6,0.857142857,85.71428571
ScaledQuadratic,8,1,7,0.875,87.5
ScaledQuadratic,9,1,8,0.888888889,88.88888889
ScaledQuadratic,10,2,8,0.8,80
ScaledSquareroot,2,1,1,0.5,50
ScaledSquareroot,3,1,2,0.666666667,66.66666667
ScaledSquareroot,4,2,2,0.5,50
ScaledSquareroot,5,1,4,0.8,80
ScaledSquareroot,6,1,5,0.833333333,83.33333333
ScaledSquareroot,7,1,6,0.857142857,85.71428571
ScaledSquareroot,8,2,6,0.75,75
ScaledSquareroot,9,1,8,0.888888889,88.88888889
ScaledSquareroot,10,2,8,0.8,80
ScaledXYTranslatedExponential,2,1,1,0.5,50
ScaledXYTranslatedExponential,3,2,1,0.333333333,33.33333333
ScaledXYTranslatedExponential,4,3,1,0.25,25
ScaledXYTranslatedExponential,5,1,4,0.8,80
ScaledXYTranslatedExponential,6,2,4,0.666666667,66.66666667
ScaledXYTranslatedExponential,7,2,5,0.714285714,71.42857143
ScaledXYTranslatedExponential,8,3,5,0.625,62.5
ScaledXYTranslatedExponential,9,2,7,0.777777778,77.77777778
ScaledXYTranslatedExponential,10,3,7,0.7,70
ScaledXYTranslatedQuadratic,2,1,1,0.5,50
ScaledXYTranslatedQuadratic,3,1,2,0.666666667,66.66666667
ScaledXYTranslatedQuadratic,4,1,3,0.75,75
ScaledXYTranslatedQuadratic,5,1,4,0.8,80
ScaledXYTranslatedQuadratic,6,1,5,0.833333333,83.33333333
ScaledXYTranslatedQuadratic,7,2,5,0.714285714,71.42857143
ScaledXYTranslatedQuadratic,8,1,7,0.875,87.5
ScaledXYTranslatedQuadratic,9,1,8,0.888888889,88.88888889
ScaledXYTranslatedQuadratic,10,1,9,0.9,90
ScaledXYTranslatedSquareroot,2,1,1,0.5,50
ScaledXYTranslatedSquareroot,3,1,2,0.666666667,66.66666667
ScaledXYTranslatedSquareroot,4,1,3,0.75,75
ScaledXYTranslatedSquareroot,5,1,4,0.8,80
ScaledXYTranslatedSquareroot,6,2,4,0.666666667,66.66666667
ScaledXYTranslatedSquareroot,7,2,5,0.714285714,71.42857143
ScaledXYTranslatedSquareroot,8,2,6,0.75,75
ScaledXYTranslatedSquareroot,9,3,6,0.666666667,66.66666667
ScaledXYTranslatedSquareroot,10,1,9,0.9,90
Squareroot,2,2,0,0,0
Squareroot,3,2,1,0.333333333,33.33333333
Squareroot,4,1,3,0.75,75
Squareroot,5,3,2,0.4,40
Squareroot,6,1,5,0.833333333,83.33333333
Squareroot,7,3,4,0.571428571,57.14285714
Squareroot,8,2,6,0.75,75
Squareroot,9,2,7,0.777777778,77.77777778
Squareroot,10,2,8,0.8,80
XTranslatedExponential,2,1,1,0.5,50
XTranslatedExponential,3,2,1,0.333333333,33.33333333
XTranslatedExponential,4,2,2,0.5,50
XTranslatedExponential,5,1,4,0.8,80
XTranslatedExponential,6,3,3,0.5,50
XTranslatedExponential,7,2,5,0.714285714,71.42857143
XTranslatedExponential,8,2,6,0.75,75
XTranslatedExponential,9,2,7,0.777777778,77.77777778
XTranslatedExponential,10,3,7,0.7,70
XTranslatedNegativelySignedAbsoluteProduct,2,1,1,0.5,50
XTranslatedNegativelySignedAbsoluteProduct,3,2,1,0.333333333,33.33333333
XTranslatedNegativelySignedAbsoluteProduct,4,2,2,0.5,50
XTranslatedNegativelySignedAbsoluteProduct,5,3,2,0.4,40
XTranslatedNegativelySignedAbsoluteProduct,6,2,4,0.666666667,66.66666667
XTranslatedNegativelySignedAbsoluteProduct,7,2,5,0.714285714,71.42857143
XTranslatedNegativelySignedAbsoluteProduct,8,2,6,0.75,75
XTranslatedNegativelySignedAbsoluteProduct,9,3,6,0.666666667,66.66666667
XTranslatedNegativelySignedAbsoluteProduct,10,2,8,0.8,80
XTranslatedPosititvelySignedAbsoluteProduct,2,2,0,0,0
XTranslatedPosititvelySignedAbsoluteProduct,3,2,1,0.333333333,33.33333333
XTranslatedPosititvelySignedAbsoluteProduct,4,2,2,0.5,50
XTranslatedPosititvelySignedAbsoluteProduct,5,3,2,0.4,40
XTranslatedPosititvelySignedAbsoluteProduct,6,3,3,0.5,50
XTranslatedPosititvelySignedAbsoluteProduct,7,3,4,0.571428571,57.14285714
XTranslatedPosititvelySignedAbsoluteProduct,8,3,5,0.625,62.5
XTranslatedPosititvelySignedAbsoluteProduct,9,3,6,0.666666667,66.66666667
XTranslatedPosititvelySignedAbsoluteProduct,10,5,5,0.5,50
XTranslatedQuadratic,2,1,1,0.5,50
XTranslatedQuadratic,3,2,1,0.333333333,33.33333333
XTranslatedQuadratic,4,2,2,0.5,50
XTranslatedQuadratic,5,2,3,0.6,60
XTranslatedQuadratic,6,1,5,0.833333333,83.33333333
XTranslatedQuadratic,7,3,4,0.571428571,57.14285714
XTranslatedQuadratic,8,2,6,0.75,75
XTranslatedQuadratic,9,1,8,0.888888889,88.88888889
XTranslatedQuadratic,10,1,9,0.9,90
XTranslatedSquareroot,2,2,0,0,0
XTranslatedSquareroot,3,1,2,0.666666667,66.66666667
XTranslatedSquareroot,4,3,1,0.25,25
XTranslatedSquareroot,5,2,3,0.6,60
XTranslatedSquareroot,6,1,5,0.833333333,83.33333333
XTranslatedSquareroot,7,3,4,0.571428571,57.14285714
XTranslatedSquareroot,8,1,7,0.875,87.5
XTranslatedSquareroot,9,2,7,0.777777778,77.77777778
XTranslatedSquareroot,10,1,9,0.9,90
XYTanslatedQuadratic,2,1,1,0.5,50
XYTanslatedQuadratic,3,1,2,0.666666667,66.66666667
XYTanslatedQuadratic,4,1,3,0.75,75
XYTanslatedQuadratic,5,2,3,0.6,60
XYTanslatedQuadratic,6,1,5,0.833333333,83.33333333
XYTanslatedQuadratic,7,2,5,0.714285714,71.42857143
XYTanslatedQuadratic,8,2,6,0.75,75
XYTanslatedQuadratic,9,2,7,0.777777778,77.77777778
XYTanslatedQuadratic,10,1,9,0.9,90
XYTranslatedExponential,2,1,1,0.5,50
XYTranslatedExponential,3,2,1,0.333333333,33.33333333
XYTranslatedExponential,4,2,2,0.5,50
XYTranslatedExponential,5,2,3,0.6,60
XYTranslatedExponential,6,2,4,0.666666667,66.66666667
XYTranslatedExponential,7,2,5,0.714285714,71.42857143
XYTranslatedExponential,8,2,6,0.75,75
XYTranslatedExponential,9,2,7,0.777777778,77.77777778
XYTranslatedExponential,10,2,8,0.8,80
XYTranslatedSquareroot,2,1,1,0.5,50
XYTranslatedSquareroot,3,1,2,0.666666667,66.66666667
XYTranslatedSquareroot,4,1,3,0.75,75
XYTranslatedSquareroot,5,1,4,0.8,80
XYTranslatedSquareroot,6,1,5,0.833333333,83.33333333
XYTranslatedSquareroot,7,1,6,0.857142857,85.71428571
XYTranslatedSquareroot,8,1,7,0.875,87.5
XYTranslatedSquareroot,9,3,6,0.666666667,66.66666667
XYTranslatedSquareroot,10,3,7,0.7,70
YTranslatedExponential,2,1,1,0.5,50
YTranslatedExponential,3,2,1,0.333333333,33.33333333
YTranslatedExponential,4,1,3,0.75,75
YTranslatedExponential,5,2,3,0.6,60
YTranslatedExponential,6,2,4,0.666666667,66.66666667
YTranslatedExponential,7,1,6,0.857142857,85.71428571
YTranslatedExponential,8,3,5,0.625,62.5
YTranslatedExponential,9,2,7,0.777777778,77.77777778
YTranslatedExponential,10,2,8,0.8,80
YTranslatedQuadratic,2,1,1,0.5,50
YTranslatedQuadratic,3,1,2,0.666666667,66.66666667
YTranslatedQuadratic,4,1,3,0.75,75
YTranslatedQuadratic,5,1,4,0.8,80
YTranslatedQuadratic,6,1,5,0.833333333,83.33333333
YTranslatedQuadratic,7,1,6,0.857142857,85.71428571
YTranslatedQuadratic,8,1,7,0.875,87.5
YTranslatedQuadratic,9,1,8,0.888888889,88.88888889
YTranslatedQuadratic,10,1,9,0.9,90
YTranslatedSquareroot,2,1,1,0.5,50
YTranslatedSquareroot,3,1,2,0.666666667,66.66666667
YTranslatedSquareroot,4,3,1,0.25,25
YTranslatedSquareroot,5,1,4,0.8,80
YTranslatedSquareroot,6,1,5,0.833333333,83.33333333
YTranslatedSquareroot,7,1,6,0.857142857,85.71428571
YTranslatedSquareroot,8,2,6,0.75,75
YTranslatedSquareroot,9,2,7,0.777777778,77.77777778
YTranslatedSquareroot,10,3,7,0.7,70