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Feedforward Neural Network Forecasting ExcerciseJSFHJSFHThe following was implemented in Maple by Marcus Davidsson (2008)
davidsson_marcus@hotmail.com
and is based upon the work Mercado, Kendrick & Amman (2006)
Computational Economics, Princeton University PressJSFH
JSFHJSFHJSFHJSFHJSFHThe basic structure of our feedforward neural network can be seen in the figure below..We can see that our network has one output layer, one hidden layer and one input layer.
LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYjLUkjbWlHRiQ2I1EhRic=LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYjLUkjbWlHRiQ2I1EhRic=We now note that the hidden layer represented by S(z1) and S(z2) takes the form of a sigmoid function ( also called a "squasher" ) as seen 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%;The sigmoid function compresses the independent data points ( x ) into a 0-1 interval as seen aboveWe can see that when x is large and positive z will be close to 1 and when x is large and negative z will be close to 0We now note that in our particular case the sigmoid functions take the following form: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 where 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 where LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYsLUkjbWlHRiQ2JlEjejJGJy8lJXNpemVHUSMxNEYnLyUnaXRhbGljR1EldHJ1ZUYnLyUsbWF0aHZhcmlhbnRHUSdpdGFsaWNGJy1JI21vR0YkNi5RIj1GJ0YvL0Y2USdub3JtYWxGJy8lJmZlbmNlR1EmZmFsc2VGJy8lKnNlcGFyYXRvckdGQC8lKXN0cmV0Y2h5R0ZALyUqc3ltbWV0cmljR0ZALyUobGFyZ2VvcEdGQC8lLm1vdmFibGVsaW1pdHNHRkAvJSdhY2NlbnRHRkAvJSdsc3BhY2VHUSwwLjI3Nzc3NzhlbUYnLyUncnNwYWNlR0ZPLUklbXN1YkdGJDYlLUYsNiZRIndGJ0YvRjJGNS1GIzYmLUkjbW5HRiQ2JVEiNEYnRi9GPEYvRjJGNS8lL3N1YnNjcmlwdHNoaWZ0R1EiMEYnLUY5Ni5RJyZzZG90O0YnRi9GPEY+RkFGQ0ZFRkdGSUZLL0ZOUSYwLjBlbUYnL0ZRRl9vLUYsNiZRI3g0RidGL0YyRjUtRjk2LlEiK0YnRi9GPEY+RkFGQ0ZFRkdGSUZLL0ZOUSwwLjIyMjIyMjJlbUYnL0ZRRmhvLUZTNiVGVS1GIzYmLUZlbjYlUSI1RidGL0Y8Ri9GMkY1RmhuRltvLUYsNiZRI3g1RidGL0YyRjVGPA==we should also note that the output layer y(hat) is given 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where 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 are the parameter values that minimize the Norm where the Norm is defined by:LUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYoLUkjbWlHRiQ2JlElTm9ybUYnLyUlc2l6ZUdRIzE0RicvJSdpdGFsaWNHUSV0cnVlRicvJSxtYXRodmFyaWFudEdRJ2l0YWxpY0YnLUkjbW9HRiQ2LlEiPUYnRi8vRjZRJ25vcm1hbEYnLyUmZmVuY2VHUSZmYWxzZUYnLyUqc2VwYXJhdG9yR0ZALyUpc3RyZXRjaHlHRkAvJSpzeW1tZXRyaWNHRkAvJShsYXJnZW9wR0ZALyUubW92YWJsZWxpbWl0c0dGQC8lJ2FjY2VudEdGQC8lJ2xzcGFjZUdRLDAuMjc3Nzc3OGVtRicvJSdyc3BhY2VHRk8tRjk2LlEmJlN1bTtGJ0YvRjxGPkZBL0ZERjRGRS9GSEY0L0ZKRjRGSy9GTlEmMC4wZW1GJy9GUVEsMC4xNjY2NjY3ZW1GJy1GOTYuUSJ+RidGL0Y8Rj5GQUZDRkVGR0ZJRktGWC9GUUZZLUklbXN1cEdGJDYlLUkobWZlbmNlZEdGJDYlLUYjNictRiw2JlEieUYnRi9GMkY1LUY5Ni5RKCZtaW51cztGJ0YvRjxGPkZBRkNGRUZHRklGSy9GTlEsMC4yMjIyMjIyZW1GJy9GUUZpb0Ziby1GXm82JS1GIzYkLUYsNiZRJGhhdEYnRi9GMkY1RjxGL0Y8RjxGL0Y8LUYjNiYtSSNtbkdGJDYlUSIyRidGL0Y8Ri9GMkY1LyUxc3VwZXJzY3JpcHRzaGlmdEdRIjBGJ0Y8Note that the Norm is simply the sum of the absolute difference between y and the predicted value of y ( y(hat) )which means that we select the parameter values so that the error of our predicted value is minimized.We can now load our 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print(); # input placeholderJSFHWe now note that we will only use the data from 1990 to 1999 to train our neural network (find optimal parameter values )
and then we will try use these optimal parameter values to predict the data for "y" from 2000 to 2002.We can now write a procedure that will accomplish this as follows: 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print(); # input placeholderJSFHLUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYjLUkjbWlHRiQ2I1EhRic=These are the local optimal parameter values that will minimize Norm. We can now do some forecasting: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%;JSFHLUklbXJvd0c2Iy9JK21vZHVsZW5hbWVHNiJJLFR5cGVzZXR0aW5nR0koX3N5c2xpYkdGJzYjLUkjbWlHRiQ2I1EhRic=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