Decision fusion of multiple features from small data set

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Jack Sparrow
Jack Sparrow 2013-3-5
This is not a much specific question, I just want to gather idea from colleagues in this forum.
My question is;
I estimated human height, size and cloth color from video data collected from one camera, let's call these features and I have similar set of people as another data set but collected from another camera. So I want to identify the people in the second dataset if they match the features in the first dataset (something like re-identification) but, I am confused on how to fuse the features together and how to match or rank them(which is like classification).
Please I need suggestions and advise.

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