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RKEEL (version 1.3.3)

Using KEEL in R Code

Description

'KEEL' is a popular Java software for a large number of different knowledge data discovery tasks. This package takes the advantages of 'KEEL' and R, allowing to use 'KEEL' algorithms in simple R code. The implemented R code layer between R and 'KEEL' makes easy both using 'KEEL' algorithms in R as implementing new algorithms for 'RKEEL' in a very simple way. It includes more than 100 algorithms for classification, regression, preprocess, association rules and imbalance learning, which allows a more complete experimentation process. For more information about KEEL, see .

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Version

Install

install.packages('RKEEL')

Monthly Downloads

359

Version

1.3.3

License

GPL

Maintainer

Jose M. Moyano

Last Published

May 13th, 2021

Functions in RKEEL (1.3.3)

ANR_F

ANR_F KEEL Preprocess Algorithm
Apriori_A

Apriori_A KEEL Association Rules Algorithm
AllPosible_MV

AllPosible_MV KEEL Preprocess Algorithm
Alcalaetal_A

Alcalaetal_A KEEL Association Rules Algorithm
AllKNN_TSS

AllKNN_TSS KEEL Preprocess Algorithm
ABB_IEP_FS

ABB_IEP_FS KEEL Preprocess Algorithm
Alatasetal_A

Alatasetal_A KEEL Association Rules Algorithm
ART_C

ART_C KEEL Classification Algorithm
C45Rules_C

C45Rules_C KEEL Classification Algorithm
AdaBoostNC_C

AdaBoostNC_C KEEL Classification Algorithm
AdaBoost_I

AdaBoost_I KEEL Imbalanced Classification Algorithm
AssociativeClassificationAlgorithm

Associative Classification Algorithm
CHC_C

CHC_C KEEL Classification Algorithm
AssociationRulesAlgorithm

Association Rules Algorithm
C45Binarization_C

C45Binarization_C KEEL Classification Algorithm
CART_R

CART_R KEEL Regression Algorithm
CART_C

CART_C KEEL Classification Algorithm
C45_C

C45_C KEEL Classification Algorithm
ClusterAnalysis_D

ClusterAnalysis_D KEEL Preprocess Algorithm
CMAR_C

CMAR_C KEEL Associative Classification Algorithm
CBA_C

CBA_C KEEL Associative Classification Algorithm
BNGE_C

BNGE_C KEEL Classification Algorithm
DSM_C

DSM_C KEEL Classification Algorithm
CFAR_C

CFAR_C KEEL Classification Algorithm
CFKNN_C

CFKNN_C KEEL Classification Algorithm
CenterNN_C

CenterNN_C KEEL Classification Algorithm
Eclat_A

Eclat_A KEEL Association Rules Algorithm
FuzzyFARCHD_C

FuzzyFARCHD_C KEEL Classification Algorithm
FuzzyKNN_C

FuzzyKNN_C KEEL Classification Algorithm
ClassificationResults

Classification Results
FuzzyApriori_A

FuzzyApriori_A KEEL Association Rules Algorithm
CleanAttributes_TR

CleanAttributes_TR KEEL Preprocess Algorithm
Falco_GP_C

Falco_GP_C KEEL Classification Algorithm
FCRA_C

FCRA_C KEEL Classification Algorithm
GFS_RB_MF_R

GFS_RB_MF_R KEEL Regression Algorithm
GeneticFuzzyApriori_A

GeneticFuzzyApriori_A KEEL Association Rules Algorithm
BSE_C

BSE_C KEEL Classification Algorithm
ClassificationAlgorithm

Classification Algorithm
CNN_C

CNN_C KEEL Classification Algorithm
FURIA_C

FURIA_C KEEL Classification Algorithm
FRSBM_R

FRSBM_R KEEL Regression Algorithm
KNN_MV

KNN_MV KEEL Preprocess Algorithm
KNN_C

KNN-C KEEL Classification Algorithm
GAR_A

GAR_A KEEL Association Rules Algorithm
GENAR_A

GENAR_A KEEL Association Rules Algorithm
KeelAlgorithm

Keel Algorithm
FRNN_C

FRNN_C KEEL Classification Algorithm
Bayesian_D

Bayesian_D KEEL Preprocess Algorithm
FPgrowth_A

FPgrowth_A KEEL Association Rules Algorithm
Bojarczuk_GP_C

Bojarczuk_GP_C KEEL Classification Algorithm
NICGAR_A

NICGAR_A KEEL Association Rules Algorithm
CPAR_C

CPAR_C KEEL Associative Classification Algorithm
C_SVM_C

C_SVM_C KEEL Classification Algorithm
EPSILON_SVR_R

EPSILON_SVR_R KEEL Regression Algorithm
EARMGA_A

EARMGA_A KEEL Association Rules Algorithm
CamNN_C

CamNN_C KEEL Classification Algorithm
NM_C

NM_C KEEL Classification Algorithm
Nominal2Binary_TR

Nominal2Binary_TR KEEL Preprocess Algorithm
FuzzyNPC_C

FuzzyNPC_C KEEL Classification Algorithm
NU_SVR_R

NU_SVR_R KEEL Regression Algorithm
Kernel_C

Kernel_C KEEL Classification Algorithm
GFS_GSP_R

GFS_GSP_R KEEL Regression Algorithm
ImbalancedClassificationAlgorithm

ImbalancedClassification Algorithm
Ignore_MV

Ignore_MV KEEL Preprocess Algorithm
GFS_LogitBoost_C

GFS_LogitBoost_C KEEL Classification Algorithm
JFKNN_C

JFKNN_C KEEL Classification Algorithm
GANN_C

GANN_C KEEL Classification Algorithm
CW_C

CW_C KEEL Classification Algorithm
DT_GA_C

DT_GA_C KEEL Classification Algorithm
KMeans_MV

KMeans_MV KEEL Preprocess Algorithm
CPW_C

CPW_C KEEL Classification Algorithm
KSNN_C

KSNN_C KEEL Classification Algorithm
DecimalScaling_TR

DecimalScaling_TR KEEL Preprocess Algorithm
DecrRBFN_C

DecrRBFN_C KEEL Classification Algorithm
MODENAR_A

MODENAR_A KEEL Association Rules Algorithm
MLP_BP_R

MLP_BP_R KEEL Regression Algorithm
LinearLMS_C

LinearLMS_C KEEL Classification Algorithm
KStar_C

KStar_C KEEL Classification Algorithm
LinearLMS_R

LinearLMS_R KEEL Regression Algorithm
Logistic_C

Logistic_C KEEL Classification Algorithm
GFS_GP_R

GFS_GP_R KEEL Regression Algorithm
Deeps_C

Deeps_C KEEL Classification Algorithm
GFS_AdaBoost_C

GFS_AdaBoost_C KEEL Classification Algorithm
MOEA_Ghosh_A

MOEA_Ghosh_A KEEL Association Rules Algorithm
NNEP_C

NNEP_C KEEL Classification Algorithm
M5_R

M5_R KEEL Regression Algorithm
IF_KNN_C

IF_KNN_C KEEL Classification Algorithm
MOPNAR_A

MOPNAR_A KEEL Association Rules Algorithm
ID3_D

ID3_D KEEL Preprocess Algorithm
RBFN_C

RBFN_C KEEL Classification Algorithm
IterativePartitioningFilter_F

IterativePartitioningFilter_F KEEL Preprocess Algorithm
GeneticFuzzyAprioriDC_A

GeneticFuzzyAprioriDC_A KEEL Association Rules Algorithm
IncrRBFN_C

IncrRBFN_C KEEL Classification Algorithm
ID3_C

ID3_C KEEL Classification Algorithm
RBFN_R

RBFN_R KEEL Regression Algorithm
MLP_BP_C

MLP_BP_C KEEL Classification Algorithm
ModelCS_TSS

ModelCS_TSS KEEL Preprocess Algorithm
MinMax_TR

MinMax_TR KEEL Preprocess Algorithm
M5Rules_R

M5Rules_R KEEL Regression Algorithm
PART_C

PART_C KEEL Classification Algorithm
POP_TSS

POP_TSS KEEL Preprocess Algorithm
PUBLIC_C

PUBLIC_C KEEL Classification Algorithm
SSGA_Integer_knn_FS

SSGA_Integer_knn_FS KEEL Preprocess Algorithm
PRISM_C

PRISM_C KEEL Classification Algorithm
NU_SVM_C

NU_SVM_C KEEL Classification Algorithm
PDFC_C

PDFC_C KEEL Classification Algorithm
PFKNN_C

PFKNN_C KEEL Classification Algorithm
SGA_C

SGA_C KEEL Classification Algorithm
SMO_C

SMO_C KEEL Classification Algorithm
isMultiClass

Is Multi-class
PNN_C

PNN_C KEEL Classification Algorithm
RISE_C

RISE_C KEEL Classification Algorithm
PW_C

PW_C KEEL Classification Algorithm
SaturationFilter_F

SaturationFilter_F KEEL Preprocess Algorithm
PreprocessAlgorithm

Preprocess Algorithm
RegressionAlgorithm

Regression Algorithm
PSO_ACO_C

PSO_ACO_C KEEL Classification Algorithm
Tan_GP_C

Tan_GP_C KEEL Classification Algorithm
RegressionResults

Regression Results
Thrift_R

Thrift_R KEEL Regression Algorithm
Proportional_D

Proportional_D KEEL Preprocess Algorithm
Relief_FS

Relief_FS KEEL Preprocess Algorithm
loadKeelDataset

Load KEEL Dataset
Shrink_C

Shrink_C KEEL Classification Algorithm
LVF_IEP_FS

LVF_IEP_FS KEEL Preprocess Algorithm
MostCommon_MV

MostCommon_MV KEEL Preprocess Algorithm
LDA_C

LDA_C KEEL Classification Algorithm
Slipper_C

Slipper_C KEEL Classification Algorithm
PSRCG_TSS

PSRCG_TSS KEEL Preprocess Algorithm
NB_C

NB_C KEEL Classification Algorithm
UniformWidth_D

UniformWidth_D KEEL Preprocess Algorithm
runParallel

Run Parallel
UniformFrequency_D

UniformFrequency_D KEEL Preprocess Algorithm
QAR_CIP_NSGAII_A

QAR_CIP_NSGAII_A KEEL Association Rules Algorithm
PolQuadraticLMS_C

PolQuadraticLMS_C KEEL Classification Algorithm
QDA_C

QDA_C KEEL Classification Algorithm
runSequential

Run Sequential
SFS_IEP_FS

SFS_IEP_FS KEEL Preprocess Algorithm
PolQuadraticLMS_R

PolQuadraticLMS_R KEEL Regression Algorithm
ZScore_TR

ZScore_TR KEEL Preprocess Algorithm
Ripper_C

Ripper_C KEEL Classification Algorithm
getAttributeLinesFromDataframes

Get attribute lines from data.frames
runCV

Run Cross-Validation
read.keel

Read keel dataset
VWFuzzyKNN_C

VWFuzzyKNN_C KEEL Classification Algorithm
WM_R

WM_R KEEL Regression Algorithm
hasContinuousData

Has Continuous Data
hasMissingValues

Has Missing Values
writeDatFromDataframes

Write .dat from data.frames
writeDatFromDataframe

Write .dat from data.frame