A formula for the area of a triangle: Useless, but explicitly in Deep Sets form

Abstract

Any permutation-invariant function of data points ri can be written in the form (Σiφ(ri)) for suitable functions and φ. This form - known in the machine-learning literature as Deep Sets - also generates a map-reduce algorithm. The area of a triangle is a permutation-invariant function of the locations ri of the three corners 1≤ i≤ 3. We find the polynomial formula for the area of a triangle that is explicitly in Deep Sets form. This project was motivated by questions about the fundamental computational complexity of n-point statistics in cosmology; that said, no insights of any kind were gained from these results.

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