Efficient way to split a vector into Matrix
2 views (last 30 days)
Show older comments
Hi,
I am looking for an efficient way to do the following:
Take an input vector, e.g B = [2;5;8;11;3;6;9;15]
and return the array
D = [2 5 8 11 3;5 8 11 3 6;8 11 3 6 9]
, ie each column is a rolling subvector of B
My attempt below works but it causes a bottleneck in my programme. I have been trying to vectorize it but am finding it difficult.
If somebody has thoughts I would appreciate a pointer.
Thanks!
function ret = MakeMatrix(inputVector, inputLookbackPeriod, numPeriodsToCalculate)
m_Array = zeros(inputLookbackPeriod, numPeriodsToCalculate);
for i=1:numPeriodsToCalculate
m_Array(:,i) = inputVector(i:i+inputLookbackPeriod-1,1);
end
end
0 Comments
Accepted Answer
the cyclist
on 14 Apr 2011
Here is an obscure way, using a Hilbert matrix. It is semi-coincidental that the indexing you need is exactly the (element-by-element inverse of the) Hilbert matrix.
For something less esoteric, you could probably use the filter command.
function m_Array = MakeMatrixFast(inputVector, inputLookbackPeriod, numPeriodsToCalculate)
H = 1./hilb(max(inputLookbackPeriod,numPeriodsToCalculate));
H = H(1:inputLookbackPeriod,1:numPeriodsToCalculate);
m_Array = inputVector(H);
end
2 Comments
the cyclist
on 14 Apr 2011
Yeah, I should have anticipated that. Can you just put in a rounding command?
More Answers (2)
Matt Fig
on 14 Apr 2011
IDX = ones(3,5,'single');
IDX(:,1) = 1:3;
D = B(cumsum(IDX,2))
Or, to match your functional form:
function m_Array = MakeMatrixFast2(inputVector, inputLookbackPeriod, numPeriodsToCalculate)
IDX = ones(inputLookbackPeriod,numPeriodsToCalculate,'single');
IDX(:,1) = 1:inputLookbackPeriod;
m_Array = inputVector(cumsum(IDX,2));
2 Comments
Matt Fig
on 14 Apr 2011
That's o.k.! I tested all three algorithms and yours is actually faster than the cyclist's. Mine is somewhat faster than yours for certain inputs.
See Also
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!