how to convert R implementation of SVM-RFE code to MATLAB code?
4 Ansichten (letzte 30 Tage)
Ältere Kommentare anzeigen
svmrfeFeatureRanking = function(x,y){
n = ncol(x)
survivingFeaturesIndexes = seq(1:n)
featureRankedList = vector(length=n)
rankedFeatureIndex = n
while(length(survivingFeaturesIndexes)>0){
#train the support vector machine
svmModel = svm(x[, survivingFeaturesIndexes], y, cost = 10, cachesize=500,
scale=F, type="C-classification", kernel="linear" )
#compute the weight vector
w = t(svmModel$coefs)%*%svmModel$SV
#compute ranking criteria
rankingCriteria = w * w
#rank the features
ranking = sort(rankingCriteria, index.return = TRUE)$ix
#update feature ranked list
featureRankedList[rankedFeatureIndex] = survivingFeaturesIndexes[ranking[1]]
rankedFeatureIndex = rankedFeatureIndex - 1
#eliminate the feature with smallest ranking criterion
(survivingFeaturesIndexes = survivingFeaturesIndexes[-ranking[1]])
}
return (featureRankedList)
}
0 Kommentare
Antworten (0)
Siehe auch
Kategorien
Mehr zu Waveform Generation finden Sie in Help Center und File Exchange
Produkte
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!