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Partial convolutions for Multiple-*SSA#235

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DmitriyKorchemkin wants to merge 1 commit intoasl:masterfrom
DmitriyKorchemkin:partial-convolutions
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Partial convolutions for Multiple-*SSA#235
DmitriyKorchemkin wants to merge 1 commit intoasl:masterfrom
DmitriyKorchemkin:partial-convolutions

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@DmitriyKorchemkin DmitriyKorchemkin commented Aug 24, 2017

When window length in N-dimensional SSA ends with 1 (for example in Multiple N-d SSA), it is possible to replace full N-d FFT's with N-1 dimensional ones.

Changes are limited to convolution routine, thus are applicable for shaped and weight extensions of SSA; test-cases with applicable window sizes already exist in testthat.

Time measurements for decomposing MNIST (28x28x60000 input, 14x14x1 window; OMP_NUM_THREADS=1, R version 3.4.1):


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