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TPROD -- arbitary tensor products between n-d arrays

version 1.4.0.0 (43.2 KB) by Jason Farquhar
TPROD -- efficiently allows any type of tensor product between 2 multi-dimensional arrays

3.8K Downloads

Updated 09 Mar 2012

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Multi-dimensional generalization of matrix multiplication

This function computes a generalized multi-dimensional matrix product based upon the einstein summation convention (plus extras). This means given 2 n-d inputs:
X = [ A x B x C x E .... ]
Y = [ D x F x G x H .... ]
we define the result, Z, to be (in ESC)
Z_{c,e,d,f} = X_{a,b,c,e} Y_{d,f,a,b}
(N.B. This syntax can be used directly with the etprod wrapper script).
This translates into tprod syntax as:
Z = tprod(X,[-1 -2 1 2],Y,[3 4 -1 -2])
N.B. if Y==[], then it is assumed to be a copy of X.
This result is produced by forming an inner-product (multiply+sum) for the pairs of dimensions which have the same (negative) label (i.e. -1 => X dim 1 and Y dim 3, and -2 => X dim 2 and Y dim 4) and forming an outer product for all the remaining dimensions, with the positive label determining where this dimension is placed in the output.

Cite As

Jason Farquhar (2021). TPROD -- arbitary tensor products between n-d arrays (https://www.mathworks.com/matlabcentral/fileexchange/16275-tprod-arbitary-tensor-products-between-n-d-arrays), MATLAB Central File Exchange. Retrieved .

MATLAB Release Compatibility
Created with R13
Compatible with any release
Platform Compatibility
Windows macOS Linux

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