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
- 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
- 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
- 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
- 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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