Theoretical Background

Indyk et al proved the following theorems in Approximation Algorithms for Embeddings Into Low-Dimensional Spaces. They provide an upper bound on the maximum distortion for any data set of points on S2 that is then embedded into the plane. The actual proof can be obtained from the paper.

Worst Case Upper Bound
Theorem 1




Worst Case Lower Bound
Theorem2



A 3.512-Approximation Algorithm Under the Euclidean Distance
Theorem 3

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