Complexity, Linear Separability.
it is equivalent to convolving C with R and then convolving the result with F. The advantage lies in the ability to perform two column convolutions rather than a single square convolution. So now, instead of being W2N2𝑊2𝑁2, it’s 2WN22𝑊𝑁2. And that aspect was very important when computers were not