rknn: Random KNN Classification and Regression

Random knn classification and regression are implemented. Random knn based feature selection methods are also included. The approaches are mainly developed for high-dimensional data with small sample size.

Author
Shengqiao Li <lishengqiao@yahoo.com>
Date of publication
2015-06-09 00:14:51
Maintainer
Shengqiao Li <lishengqiao@yahoo.com>
License
GPL (>= 2)
Version
1.2-1

View on CRAN

Man pages

be
Backward Elimination Feature Selection with Random KNN
bestset
Extract the Best Subset of Feature from Selection Process
confusion
Classification Confusion Matrix and Accuracy
cv.coef
Coefficient of Variation
eta
Coverage Probability
fitted.rknn
Extract Model Fitted Values
internal
Random KNN Internal Functions
lambda
Compute Number of Silent Features
normalize
Data Normalization
package_summary
Random KNN Classification and Regression
plot.be
Plot Function for Recursive Backward Elimination Feature...
plot.rknnSupport
Plot Function for Support Criterion
predicted
Prediced Value From a Linear Model
PRESS
Predicted Residual Sum of Squares
print.rknn
Print method for Random KNN
print.rknnBe
Print Method for Recursive Backward Elimination Feature...
print.rknnSupport
Print Method for Random KNN Support Criterion
r
Choose number of KNNs
rknn
Random KNN Classification and Regression
rknnSupport
Support Criterion
rsqp
Predicted R-square
varUsed
Features Used or Not Used in Random KNN

Files in this package

rknn
rknn/src
rknn/src/KNN.h
rknn/src/init.c
rknn/src/KNN.c
rknn/NAMESPACE
rknn/R
rknn/R/RandomKNN.R
rknn/R/RandomKNN_regression.R
rknn/R/plot.R
rknn/R/normalization.R
rknn/R/fitted.R
rknn/R/print.R
rknn/R/internal_functions.R
rknn/R/under_devlopment.R
rknn/R/property.R
rknn/R/backward_selection.R
rknn/MD5
rknn/DESCRIPTION
rknn/ChangeLog
rknn/man
rknn/man/internal.Rd
rknn/man/confusion.Rd
rknn/man/rknnSupport.Rd
rknn/man/print.rknnSupport.Rd
rknn/man/bestset.Rd
rknn/man/varUsed.Rd
rknn/man/print.rknnBe.Rd
rknn/man/lambda.Rd
rknn/man/cv.coef.Rd
rknn/man/predicted.Rd
rknn/man/print.rknn.Rd
rknn/man/rsqp.Rd
rknn/man/plot.be.Rd
rknn/man/be.Rd
rknn/man/rknn.Rd
rknn/man/normalize.Rd
rknn/man/package_summary.Rd
rknn/man/plot.rknnSupport.Rd
rknn/man/eta.Rd
rknn/man/PRESS.Rd
rknn/man/r.Rd
rknn/man/fitted.rknn.Rd