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FNN

Fast Nearest Neighbor Search Algorithms and Applications

Cover-tree and kd-tree fast k-nearest neighbor search algorithms and related applications including KNN classification, regression and information measures are implemented.

Functions (13)

KL.dist

Kullback-Leibler Divergence

KL.divergence

Kullback-Leibler Divergence

crossentropy

Cross Entropy

entropy

Shannon Entropy

get.knn

Search Nearest Neighbors

knn

k-Nearest Neighbour Classification

knn.cv

k-Nearest Neighbour Classification Cross-Validation

knn.dist

k Nearest Neighbor Distances

knn.index

Search Nearest Neighbors

knn.reg

k Nearest Neighbor Regression

mutual_information

Mutual Information

ownn

Optimal Weighted Nearest Neighbor Classification

print.knnRegCV

Print Method for KNN Regression

FNN

Fast Nearest Neighbor Search Algorithms and Applications

v1.1.3

GPL (>= 2)

Authors

Alina Beygelzimer, Sham Kakadet and John Langford (cover tree library), Sunil Arya and David Mount (ANN library 1.1.2 for the kd-tree approach), Shengqiao Li

Initial release

2019-02-15

FNN

Functions (13)

FNN

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