
RSVM
 Referenced in 52 articles
[sw15261]
 than a conventional SVM using a small random sample of the data. Computational times...

SuLQ
 Referenced in 121 articles
[sw11355]
 using a surprisingly small amount of noise  much less than the sampling error  provided...

LogXact
 Referenced in 16 articles
[sw12105]
 challenge only intensifies when coupled with small sample sizes or missing data sets. LogXact aims...

ump
 Referenced in 27 articles
[sw12360]
 badly on discrete data at small and moderate sample sizes. We introduce a new confidence...

SMOTE
 Referenced in 125 articles
[sw34239]
 SMOTE: Synthetic Minority Oversampling Technique. An approach to the construction of classifiers from imbalanced ... composed of ”normal” examples with only a small percentage of ”abnormal” or ”interesting” examples ... cost of the reverse error. Undersampling of the majority (normal) class has been proposed...

MDR
 Referenced in 9 articles
[sw22494]
 interactions to be detected in relatively small sample sizes. In this paper, we describe...

StreamKM++
 Referenced in 13 articles
[sw25552]
 StreamKM++ computes a small weighted sample of the data stream,called the coreset...

bclust
 Referenced in 6 articles
[sw23381]
 discrimination probabilities. The adopted method suites small sample large dimension setting. The model parameter estimation...

npmv
 Referenced in 5 articles
[sw14566]
 multivariate data, for small samples using Nonparametric techniques. Using approximations for ANOVA Type, Wilks’ Lambda...

ivreg2
 Referenced in 5 articles
[sw31884]
 small option to report smallsample statistics; firststage regression reported with Ftest...

nparLD
 Referenced in 5 articles
[sw22736]
 with respect to outliers and for small sample sizes...

datamicroarray
 Referenced in 4 articles
[sw25719]
 scripts to download, process, and load smallsample, highdimensional microarray data sets to assess ... each data set, we include a small set of scripts that automatically download, clean...

MethylSig
 Referenced in 4 articles
[sw23506]
 utilizing a betabinomial approach across biological samples for a CpG site or region ... and/or variance estimation for experiments with small sample size. A permutation study based on data...

hoa
 Referenced in 4 articles
[sw11057]
 book Applied Asymptotics: Case Studies in SmallSample Statistics by Brazzale, Davison, and Reid...

spgam1
 Referenced in 4 articles
[sw27802]
 Segal, Knuiman and James (2001). The small sample and asymptotic statistical properties of parameter estimates...

wbs
 Referenced in 57 articles
[sw11110]
 points can increase to infinity with the sample size. Due to a certain random localisation ... spacings between the changepoints and/or very small jump magnitudes, unlike standard binary segmentation...

GenoSNP
 Referenced in 3 articles
[sw34351]
 light and practical for studies involving small sample sizes and provides a valuable independent quality...

rLGenSVM
 Referenced in 2 articles
[sw34760]
 classification from the highdimensional and smallsample gene expression data and successfully separate ... fold crossvalidation on all samples of each dataset. The experimental results show that ... widely applied to highdimensional and smallsample tumor data classification. The source code...

PCP
 Referenced in 3 articles
[sw30033]
 computing reliable performance estimates in smallsample scenarios. Additionally, the program includes automated and efficient...

DENCLUE
 Referenced in 12 articles
[sw28734]
 used hill climbing may make unnecessary small steps in the beginning and never converges exactly ... accelerated by sampling based methods with sacrificing only a small amount of accuracy...