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nonconvexcard

Why space-partitioning trees fail in high dimension

ProofAdvanced⏱ 30 minRAGkd-treepruningconcentrationcurse

Problem

Show that under distance concentration, the pruning rule of a kk-d tree eliminates no cells, and determine the dimension at which the method degenerates to brute force as a function of NN.

Write a complete argument. Every inequality you use should be one you could state precisely.

Solution

Opening this before you have a real attempt on paper is the fastest way to feel like you understand something you cannot reproduce.

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