acugow | Gower distance from a vector to a matrix |
arboleje | Predicting a bank's decision to give a loan for buying a car. |
arboleje1 | Predicting a bank's decision to give a loan for buying a car. |
autompg | The Auto MPG dataset |
baysout | Outlier detection using Bay and Schwabacher's algorithm. |
breastw | The Breast Wisconsin dataset |
bupa | The Bupa dataset |
ce.impute | Imputation in supervised classification |
ce.mimp | Mean or median imputation |
census | census |
chiMerge | Discretization using the Chi-Merge method |
circledraw | circledraw |
clean | Dataset's cleaning |
colon | Alon et al.'s colon dataset |
combinations | Constructing distinct permutations |
crossval | Cross validation estimation of the misclassification error |
crx | crx |
cv10knn2 | Auxiliary function for sequential feature selection |
cv10lda2 | Auxiliary function for sequential forward selection |
cv10log | 10-fold cross validation estimation error for the classifier... |
cv10mlp | 10-fold cross validation error estimation for the multilayer... |
cv10rpart2 | Auxiliary function for sequential feature selection |
cvnaiveBayesd | Crossvalidation estimation error for the naive Bayes... |
decscale | Decimal Scaling |
diabetes | The Pima Indian Diabetes dataset |
disc.1r | Discretization using the Holte's 1R method |
disc2 | Auxiliary function for performing discretization using equal... |
disc.ef | Discretization using the method of equal frequencies |
disc.ew | Discretization using the equal width method |
disc.mentr | Discretization using the minimum entropy criterion |
discretevar | Performs Minimum Entropy discretization for a given attribute |
distancia | Vector-Vector Euclidiean Distance Function |
distancia1 | Vector-Vector Manhattan Distance Function |
dist.to.knn | Auxiliary function for the LOF algorithm. |
dprep-package | Data Preprocessing for supervised classification |
ec.knnimp | Imputation using k-nearest neighbors. |
eje1dis | Basic example for discriminant analysis |
finco | FINCO Feature Selection Algorithm |
heartc | The Heart Cleveland dataset |
hepatitis | The hepatitis dataset |
imagmiss | Visualization of Missing Data |
inconsist | Computing the inconsistency measure |
ionosphere | The Ionosphere dataset |
knneigh.vect | Auxiliary function for computing the LOF measure. |
knngow | K-nn classification using Gower distance |
landsat | The landsat Satellite dataset |
lofactor | Local Outlier Factor |
lvf | Las Vegas Filter |
mahaout | Multivariate outlier detection through the boxplot of the... |
mardia | The Mardia's test of normality |
maxlof | Detection of multivariate outliers using the LOF algorithm |
midpoints1 | Auxiliary function for computing minimun entropy... |
mmnorm | Min-max normalization |
mo3 | The third moment of a multivariate distribution |
mo4 | The fourth moment of a multivariate distribution |
moda | Calculating the Mode |
near1 | Auxiliary function for the reliefcont function |
near3 | Auxiliary function for the reliefcat function |
nnmiss | Auxiliary function for knn imputation |
outbox | Detecting outliers through boxplots of the features. |
parallelplot | Parallel Coordinate Plot |
radviz2d | Radial Coordinate Visualization |
rangenorm | range normalization |
reachability | Function for computing the reachability measure in the LOF... |
redundancy | Finding the unique observations in a dataset along with their... |
relief | RELIEF Feature Selection |
reliefcat | Feature selection by the Relief Algorithm for datasets... |
reliefcont | Feature selection by the Relief Algorithm for datasets with... |
robout | Outlier Detection with Robust Mahalonobis distance |
row.matches | Finding rows in a matrix equal to a given vector |
sbs1 | One-step sequential backward selection |
score | Score function used in Bay's algorithm for outlier detection |
sffs | Sequential Floating Forward Method |
sfs | Sequential Forward Selection |
sfs1 | One-step sequential forward selection |
Shuttle | The Shuttle dataset |
signorm | Sigmoidal Normalization |
softmaxnorm | Softmax Normalization |
sonar | The Sonar dataset |
srbct | Khan et al.'s small round blood cells dataset |
star3d | Data Visuaization using star coordinates in three dimensions |
starcoord | The star coordinates plot |
surveyplot | Surveyplot |
tchisq | Auxiliary function for the Chi-Merge discretization |
top | Auxiliary function for Bay's Ouylier Detection Algorithm |
unor | Auxiliary function for performing Holte's 1R discretization |
vehicle | The Vehicle dataset |
vvalen | The Van Valen test for equal covariance matrices |
vvalen1 | Auxiliary function for computing the Van Valen's... |
znorm | Z-score normalization |
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