object CoFilter_1D
The Filter object provides the convolution and pooling operators.
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def
conv(x: MatriD, c: VectoD): MatriD
Return the convolution over all data instances.
Return the convolution over all data instances.
- x
the input/data matrix
- c
the cofilter vector of coefficient
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def
conv(c: VectoD, x: VectoD): VectoD
Return the 'valid' (no padding) convolution of cofilter 'c' and input vector 'x'.
Return the 'valid' (no padding) convolution of cofilter 'c' and input vector 'x'. Caveat: does not include reversal.
- c
the cofilter vector of coefficient
- x
the input/data vector
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def
convf(c: VectoD, x: VectoD): VectoD
Return the 'full' convolution of cofilter 'c' and input vector 'x'.
Return the 'full' convolution of cofilter 'c' and input vector 'x'.
- c
the cofilter vector of coefficient
- x
the input/data vector
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def
convs(c: VectoD, x: VectoD): VectoD
Return the 'same' convolution of cofilter 'c' and input vector 'x'.
Return the 'same' convolution of cofilter 'c' and input vector 'x'. Same means that the size of the result is the same as the input.
- c
the cofilter vector of coefficient
- x
the input/data vector
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def
pool(x: MatriD, s: Int): MatriD
Return the pooling results over all data instances.
Return the pooling results over all data instances.
- x
the input/data matrix
- s
the the size of the pooling window
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def
pool(x: VectoD, s: Int = 2): VectoD
Return the max-pooling results over all pooling windows.
Return the max-pooling results over all pooling windows.
- x
the input/data vector
- s
the the size of the pooling window
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