Displaying 20 results from an estimated 3000 matches similar to: "Question about ROCR package"
2009 Jul 25
4
ROCR package question
I use ROCR to plot multiple runs' performance. Using the sample code
as example:
# plot ROC curves for several cross-validation runs (dotted
# in grey), overlaid by the vertical average curve and boxplots
# showing the vertical spread around the average.
data(ROCR.xval)
pred <- prediction(ROCR.xval$predictions, ROCR.xval$labels)
perf <- performance(pred,"tpr","fpr")
2008 Feb 21
2
how to create ROC curve for 2 dimensional classifiers
Hi,
I understand for 1 d classifiers, you can use ROCR package.
Is there a package you can plot ROC curve for 2d classifiers? One of
my colleagues asked me about this. I have been quite puzzled,
conceptually, how you can do the ROC curve for 2d classifiers. Can
someone share his/her knowledge or experience?
Thanks in advance.
--
Waverley @ Palo Alto
2010 Jan 22
2
Computing Confidence Intervals for AUC in ROCR Package
Dear R-philes,
I am plotting ROC curves for several cross-validation runs of a
classifier (using the function below). In addition to the average
AUC, I am interested in obtaining a confidence interval for the
average AUC. Is there a straightforward way to do this via the ROCR
package?
plot_roc_curve <- function(roc.dat, plt.title) {
#print(str(vowel.ROC))
pred <-
2012 Dec 19
2
pROC and ROCR give different values for AUC
Packages pROC and ROCR both calculate/approximate the Area Under (Receiver Operator) Curve. However the results are different.
I am computing a new variable as a predictor for a label. The new variable is a (non-linear) function of a set of input values, and I'm checking how different parameter settings contribute to prediction. All my settings are predictive, but some are better.
The AUC i
2011 Apr 27
2
ROCR for combination of markers
Dear list
I have 5 markers that can be used to detect an infection in combination. Could you please advise me how to use functions in ROCR/ other package to produce the ROC curve for a combination of markers?
I have used the following to get ROC statistics for each marker.
pred <- prediction(y$marker1, y$infectn)
perf <-performance(pred,"tpr","fpr")
2006 Mar 15
1
How to compare areas under ROC curves calculated with ROCR package
Dear all,
I try to compare the performances of several parameters to diagnose
lameness in dogs.
I have several ROC curves from the same dataset.
I plotted the ROC curves and calculated AUC with the ROCR package.
I would like to compare the AUC.
I used the following program I found on R-help archives :
From: Bernardo Rangel Tura
Date: Thu 16 Dec 2004 - 07:30:37 EST
2010 Aug 22
4
how to implement string pattern extraction in R
Hi,
In perl, to get a substring matching a particular pattern can be
implemented like the following example:
$x = "AAAA.txt";
if ($x=~ /(.*?)\.txt/){
$prefix = $1;
}
So how to do the same thing in R?
Can someone provide me the code sample?
Thanks much in advance.
--
Waverley @ Palo Alto
2009 May 12
1
ROCR: auc and logarithm plot
Hi,
I am quite new to R and I have two questions regarding ROCR.
1. I have tried to understand how to extract area-under-curve value by looking at the ROCR document and googling. Still I am not sure if I am doing the right thing. Here is my code, is "auc1" the auc value?
"
pred1 <- prediction(resp1,label1)
perf1 <- performance(pred1,"tpr","fpr")
plot(
2010 Sep 03
3
R program google search
Hi,
Can someone help as how to use R to program google search in the R
code? I know that other languages can allow or have the google search
API
If someone can give me some links or sample code I would greatly appreciate.
Thanks.
--
Waverley @ Palo Alto
2009 Oct 28
1
need help explain the routine input parameters for seROC and cROC found in the R archive
Please help.
I found the code in the archive.
The author of this script says: "The first function (seROC) calculate
the standard error of ROC curve, the second function (cROC) compare
ROC curves."
Can some one explain to me what are the na, nn and r parameters which
are used as the input to the following two functions?
Thanks much in advance.
> From: Bernardo Rangel Tura
>
2011 Mar 13
1
use of ROCR package (ROC curve / AUC value) in a specific case versus integral calculation
Hello,
I would like to use the ROCR package to draw ROC curves and compute AUC
values.
However, in the specific context of my application, the true positive
rates and false positive rates are already provided by some upstream method.
Of course, I can draw a ROC plot with the following command :
plot(x=FPrate, y=TPrate, "o", xlab="false positive rate", ylab="true
2008 Jan 05
1
AUC values from LRM and ROCR
Dear List,
I am trying to assess the prediction accuracy of an ordinal model fit with
LRM in the Design package. I used predict.lrm to predict on an independent
dataset and am now attempting to assess the accuracy of these predictions.
>From what I have read, the AUC is good for this because it is threshold
independent. I obtained the AUC for the fit model output from the c score (c
=
2007 Jun 27
3
exaustive subgrouping or combination
Dear Colleagues,
I am looking for a package or previous implemented R to subgroup and
exaustively divide a vector of squence into 2 groups.
For example:
1, 2, 3, 4
I want to have a group of
1, (2,3,4)
(1,2), (3,4)
(1,3), (2,4)
(1,4), (2,3)
(1,2,3), 4
(2,3), (1,4)
...
Can someone help me as how to implement this? I get some imaginary problem
when the sequence becomes large.
Thanks much in
2011 Feb 21
3
ROC from R-SVM?
*Hi,
*Does anyone know how can I show an *ROC curve for R-SVM*? I understand in
R-SVM we are not optimizing over SVM cost parameter. Any example ROC for
R-SVM code or guidance can be really useful.
Thanks, Angel.
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2008 Mar 09
2
question about matrix one column values matching a vector of values
Hi,
I have a matrix
a = matrix (1:16, 4, 4)
b = c (2,3)
I want to find out which rows of a, where a[,1] equals any values of b?
I know that if b is only one value, e.g, b=2, then what I want is a[a[,1] == 2,]
But what about if it is not one value but a vector of values?
Thanks much in advance.
--
Waverley @ Palo Alto
2008 Oct 29
2
how to get the value of aov summary into another variable
Hi,
I have a question of aov. e.g.
aov.ex = aov(x~y)
summary(aov.ex)
The aov summary will print to the screen. How can I extract the aov
result, in particular the values of Pr(>F) and F value into a vector
so that I can use them for other use?
Thanks.
--
Waverley @ Palo Alto
2009 Nov 17
2
question about function heatmap
Hi,
I am using the function heatmap(stats) to draw a microarray heatmap,
columns are samples and rows are gene features.
I did a 2D clustering during the heatmap drawing. The features and
samples indeed cluster into several blocks both vertically and
horizontally.
I can get the index of re-ordered rows and columns after the heatmap
drawing by typing the the return variable of the heatmap
2006 Mar 20
1
How to compare areas under ROC curves calculated with ROC R package
I might be missing something but I thought that AUC was a measure for
comparing ROC curves, so there is nothing else needed to "compare" them. The
larger AUC is the higher correlation of 2 variables compared. No other
measures or calculations are needed.
Jarek Tuszynski
-----Original Message-----
From: r-help-bounces at stat.math.ethz.ch
[mailto:r-help-bounces at stat.math.ethz.ch] On
2011 Jan 20
2
auc function
Hi, there.
Suppose I already have sensitivities and specificities. What is the quick R-function to calculate AUC for the ROC plot? There seem to be many R functions to calculate AUC.
Thanks.
Yulei
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2007 Dec 13
2
Function for AUC?
Hello
Is there an easy way, i.e. a function in a package, to calculate the
area under the curve (AUC) for drug serum levels?
Thanks for any advice
--
Armin Goralczyk, M.D.
--
Universit?tsmedizin G?ttingen
Abteilung Allgemein- und Viszeralchirurgie
Rudolf-Koch-Str. 40
39099 G?ttingen
--
Dept. of General Surgery
University of G?ttingen
G?ttingen, Germany
--
http://www.chirurgie-goettingen.de