AllDA |
Run battery of classification algorithms |
Alon |
Colon cancer data set of Alon et al. 1999 |
BRAC1 |
Breast cancer, BRCA1 mutation, Hendenfalk et al. 2004 |
BRAC2 |
Breast cancer, BRCA2 mutation, Hendenfalk et al. 2004 |
cv.rda |
Utility function, FitRDA |
ErrorPredClass |
Utility function, FitNNReg |
FitCART |
Classification using CART |
FitDLDA |
Diagonal Linear DA |
FitDQDA |
Diagonal Quadratic DA |
FitFFNN |
Feed Forward Neural Net for Classification |
FitkNN |
NN classification |
FitLDA |
LDA |
FitLogistic |
Logistic regression classification |
FitNNReg |
Classification using NN covariates |
FitPCReg |
Principal component regression |
FitQDA |
QDA |
FitRDA |
Regularized Discriminant Analysis |
FitSVM |
Support Vector Machine Classification |
Gaussian |
Gaussian data with two classes |
GeneSelect |
Select supergenes |
GeneSelectPValue |
Select supergenes using p-value |
Golub |
Acute leukemia data set, Golub et al. 1999 |
Iizuka |
Iizuka carcinoma data set |
KNN.covariate.test |
KNN autocovariates, test data |
KNN.covariate.train |
KNN autocovariates, training data |
kNNSelect |
Use leave-one-out CV to select k |
Mixture |
HTF Mixture Classifcation Example |
mrate |
mis-classification rate |
NN.CV |
Cross validation error rate |
NN.K |
Test class, utility function |
Nutt |
High-grade glioma dataset, Nutt et al., 2003 |
OptimalK |
Optimal K |
OrderVar.glm |
NN using BIC |
Singh |
Prostate cancer data set, Singh et al. 2002 |
Spira |
Smoker dataset, Spira et al. 2004 |
Sporadic |
Breast cancer, Sporadic mutation, Hendenfalk et al. 2004 |
Standardize |
Standarize matrix, row or column |
TTestTable |
Table of p-values using t-test |
Veer |
Breast cancer data set, Van't Veer et al., 2002 |