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Tapped delay lines. Simplest way to encode a sequence is to turn the temporal representation into a spatial oneThe input vector involves multiple elements from the sequenceWhen predicting Y from X, input is X1, X2, X3 etc.Progress like usual with backprop or any other (non-temporal) algorithm. Ta
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1. Temporal Networks How to learn that GOD is not a DOG
2. Tapped delay lines Simplest way to encode a sequence is to turn the temporal representation into a spatial one
The input vector involves multiple elements from the sequence
When predicting Y from X, input is X1, X2, X3 etc.
Progress like usual with backprop or any other (non-temporal) algorithm
3. Tapped delay lines, cont. This method is known as Autoregression in time series analysis.
Regression based on autoregressed inputs is AR modeling.
Must decide how many previous values to include.
Each previous value corresponds to a particular lag