ExactSampling: ExactSampling: risk evaluation using exact resampling methods for the k Nearest Neighbor algorithm.

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ExactSampling contains functions that estimate the risk associated to a kNN prediction function (either in regression or binary classification) based on resampling method (leave-p-out cross-validation or bootstrap). It also contain a function knn.search to obtain the list of k nearest neighbors for each point in the sample, and a function to compute the empirical risk of a kNN prediction function.

Author
Kai LI
Date of publication
2014-01-29 18:17:24
Maintainer
Koskas Michel<Michel.Koskas@agroparistech.fr>
License
GPL (>= 2)
Version
1.0

View on R-Forge

Man pages

ExactSampling-package
ExactSampling: risk evaluation using exact resampling methods...
knn.boot
Computing Exact or Epsilon- Bootstrap Risk Estimator for the...
knn.cv
Computing Cross-validated Risk for the kNN Algorithm
knn.emp
Computing Empirical Risk for the kNN Algorithm
knn.search
Search Nearest Neighbors
Spam
Spam Example Dataset

Files in this package

ExactSampling/DESCRIPTION
ExactSampling/NAMESPACE
ExactSampling/R
ExactSampling/R/knn.boot.R
ExactSampling/R/knn.cv.R
ExactSampling/R/knn.emp.R
ExactSampling/R/knn.search.R
ExactSampling/data
ExactSampling/data/Spam.RData
ExactSampling/man
ExactSampling/man/ExactSampling-package.Rd
ExactSampling/man/Spam.Rd
ExactSampling/man/knn.boot.Rd
ExactSampling/man/knn.cv.Rd
ExactSampling/man/knn.emp.Rd
ExactSampling/man/knn.search.Rd
ExactSampling/src
ExactSampling/src/Candidat.cpp
ExactSampling/src/Candidat.h
ExactSampling/src/Combinaison_N_P.cpp
ExactSampling/src/Combinaison_N_P.h
ExactSampling/src/EpsilonBootstrap.cpp
ExactSampling/src/EpsilonBootstrap.h
ExactSampling/src/ExactSampling.cc
ExactSampling/src/Fonctions.cpp
ExactSampling/src/Fonctions.h
ExactSampling/src/GeneralFunctions.cpp
ExactSampling/src/GeneralFunctions.h
ExactSampling/src/Heap.cpp
ExactSampling/src/Heap.h
ExactSampling/src/HyperGeometrique.cpp
ExactSampling/src/HyperGeometrique.h
ExactSampling/src/KD_tree.cpp
ExactSampling/src/KD_tree.h
ExactSampling/src/Point_Neighbors.cpp
ExactSampling/src/Point_Neighbors.h
ExactSampling/src/Point_and_neighbors.cpp
ExactSampling/src/Point_and_neighbors.h
ExactSampling/src/data_set.cpp
ExactSampling/src/data_set.h
ExactSampling/src/date_Heap_Sort.cpp
ExactSampling/src/date_Heap_Sort.h
ExactSampling/src/indice.cpp
ExactSampling/src/indice.h
ExactSampling/src/kNN_empirique.cpp
ExactSampling/src/kNN_empirique.h
ExactSampling/src/kNN_non_pondere.cpp
ExactSampling/src/kNN_non_pondere.h
ExactSampling/src/kNN_pondere.cpp
ExactSampling/src/kNN_pondere.h
ExactSampling/src/kNN_pondere_Weights.cpp
ExactSampling/src/kNN_pondere_Weights.h
ExactSampling/src/kNN_regression.cpp
ExactSampling/src/kNN_regression.h
ExactSampling/src/kNN_regression_pondere.cpp
ExactSampling/src/kNN_regression_pondere.h
ExactSampling/src/make_point.cpp
ExactSampling/src/make_point.h
ExactSampling/src/point.cpp
ExactSampling/src/point.h
ExactSampling/src/rcpp_ExactSampling.cpp
ExactSampling/src/rcpp_ExactSampling.h
ExactSampling/src/vector_to_matrix.cpp
ExactSampling/src/vector_to_matrix.h