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Ilya Razenshteyn

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titleconferencedate
Holder Homeomorphisms and Approximate Nearest NeighborsSublinear Algorithms and Nearest-Neighbor Search2018-11-27
New algorithms give time‑efficient ANN for arbitrary norms in R^D with subpolynomial approximation (exp((log D)^{2/3})) using polynomial space and…
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Nearest Neighbor Methods IFoundations of Data Science Boot Camp 20182018-08-27
Nearest-neighbor search is framed as approximate search with radius R and approximation C, and the core claim is that locality-sensitive hashing (LSH) yields…
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Nearest Neighbor Methods IIFoundations of Data Science Boot Camp 20182018-08-27
Covers concrete algorithms and limits: a deterministic L∞ decision-tree gives O(log log D) approximation with near-linear space and O(d log N) query work…
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