Feature(Gene) selection using R Caret package: Error in seeds[[num_rs + 1L]] : subscript out of bounds
0
0
Entering edit mode
7.9 years ago
The ▴ 180

Hello All,

I've a dataset of six samples and 1530 genes(features) and wish to know the the importance of features. I'm trying to use the "Rank Features By Importance" as mentioned in Feature Selection with the Caret R Package.

I'm using the following code:

rm(list=ls())
set.seed(12345)
library(mlbench)
library(caret)
options(error=utils::recover)

#Pastebin link for Data: http://pastebin.com/raw/cg0Kiueq
mydata.df <- read.table("data.PasteBin.txt", header=TRUE,sep="\t",stringsAsFactors=TRUE)
dim(mydata.df)

lvq.control <- trainControl(method="LOOCV")
lvq.model <- train(ID~., data=mydata.df, method="lvq", trControl=lvq.control ) #FAILS

importance <- varImp(lvq.model, scale=FALSE)
print(importance)
plot(importance)

The data can be downloaded from the following Pastebin LINK

The program fails to execute with the following error and debug messages:

Error in seeds[[num_rs + 1L]] : subscript out of bounds
1: train(ID ~ ., data = mydata.df, method = "lvq", trControl = lvq.control)
2: train.formula(ID ~ ., data = mydata.df, method = "lvq", trControl = lvq.con
3: train(x, y, weights = w, ...)
4: train.default(x, y, weights = w, ...)

I've read from multiple sources that unless the response variable is of class factor Caret issues error like this. However, my response variable('ID') is indeed a factor

> str(mydata.df$ID)
 Factor w/ 2 levels "NONRC","RC": 2 2 1 1 2 1
The detail of my version of R and Caret are as follows:

> packageVersion("caret")
[1] ‘6.0.70’
R version 3.3.0 (2016-05-03)
Platform: x86_64-w64-mingw32/x64 (64-bit)
Running under: Windows 7 x64 (build 7601) Service Pack 1

Can someone please suggest any remedy?

Thanks in advance

r biomarker feature-selection machine-learning • 3.8k views
ADD COMMENT
0
Entering edit mode

I have the same problem,did you find any solution?

ADD REPLY

Login before adding your answer.

Traffic: 2662 users visited in the last hour
Help About
FAQ
Access RSS
API
Stats

Use of this site constitutes acceptance of our User Agreement and Privacy Policy.

Powered by the version 2.3.6