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Sketching, Sampling and other Sublinear Algorithms: Nearest Neighbor Search

Sketching, Sampling and other Sublinear Algorithms: Nearest Neighbor Search

Sketching, Sampling and other Sublinear Algorithms: Nearest Neighbor Search. Alex Andoni (MSR SVC). Nearest Neighbor Search (NNS). Preprocess: a set of points Query: given a query point , report a point with the smallest distance to . Motivation. Generic setup:

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311 views • 17 slides
Sketching, Sampling and other Sublinear Algorithms: Nearest Neighbor Search

Sketching, Sampling and other Sublinear Algorithms: Nearest Neighbor Search

Sketching, Sampling and other Sublinear Algorithms: Nearest Neighbor Search. Alex Andoni (MSR SVC). Nearest Neighbor Search (NNS). Preprocess: a set of points Query: given a query point , report a point with the smallest distance to . Motivation. Generic setup:

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284 views • 17 slides
METU Informatics Institute Min720 Pattern Classification with Bio-Medical Applications

METU Informatics Institute Min720 Pattern Classification with Bio-Medical Applications

METU Informatics Institute Min720 Pattern Classification with Bio-Medical Applications. Part 6: Nearest and k-nearest Neighbor Classification. Nearest Neighbor (NN) Rule & k-Nearest Neighbor (k-NN) Rule. Non-parametric classification rules : Linear and generalized discriminant functions

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321 views • 16 slides
Non-Parametric: K-NN

Non-Parametric: K-NN

Non-Parametric: K-NN. Prof. A.L. Yuille Stat 231. Fall 2004. Duda, Hart and Stork: Chp 4.4 & 4.5. K-NN. K-NN. K-NN Examples. Non-parametric Classification. Non-Parametric Classification. Nearest Neighbour Decision Rule. Nearest Neighbour Decision Rule. Nearest Neighbour Decision Rule.

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246 views • 16 slides

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