Displaying 20 results from an estimated 500 matches similar to: "R PLS package data format"
2012 Oct 07
3
what exactly is the dim of data set yarn in package "pls"?
Hi list,
I am looking at the data yarn in package, I don't understand what is
dimension of this data set.
I did the following:
> library(pls)
> data(yarn)
> dim(yarn)
[1] 28 3
> head(yarn)
NIR.1 NIR.2 NIR.3 NIR.4 NIR.5 NIR.6 NIR.7 NIR.8 NIR.9
NIR.10 NIR.11
1 3.06630 3.08610 3.10790 3.09720 2.99790 2.82730 2.62330 2.40390 2.19310
2.00580 1.83790
2
2007 Oct 16
1
data structure for plsr
All,
I am working with NIR spectral data and it was great to find that the example in ?plsr also used spectral data. Unfortunately, I am having difficulty figuring out how the "yarn" dataset is structured to allow for the plsr model to read:
library(pls)
data(yard)
yarn.oscorespls <- mvr(density ~ NIR, 6, data = yarn, validation = "CV", method = "oscorespls")
2009 Jun 30
1
please help me about data format.
Hi~ helpers.
I was surprised by R data type.
I use to data type like table.
I don't know R allow several data type such as list, number, matrix in the
same matrix.
I want to use plsr in pls package to anlaysis data.
So, I read R help and example of plsr.
that example show me that data as yarn has three colname as NIR, density and
train.
the NIR was 268(No. of col) X 71(No. of row)
2009 May 08
1
What package I use to draw 3D plot after plsda?
Hi.
I was used to draw 2D plot to show distribution of my samples. It was very
powerful in small samples.
Recently , I handle a lot of type of samples as more 15.
so, I want to use more dimention.
I was used that I conduct plsda function and draw biplot, such as,
p1=plsda(mw, sp)
biplot(p1)
How can I draw 3D graph with my data??
I don't know exactly numerical value each spot.
please,
2008 Jul 01
1
Help in using PCR
Hi,
Currently I have a dataset of 2400*408. And I would like to apply PCR method
to study the any correlation between the tests.
My current data is in data.frame and I have formed horizontal(1-407) to be
the exact data, and (408) to be my results data(Yes and No)
I have also binarized these Yes and No to 1 and -1s.
However, when I refer to PCR manual on R, the example of yarn.pcr <-
2007 Jan 02
0
pls version 2.0-0
Version 2.0-0 of the pls package is now available on CRAN.
The pls package implements partial least squares regression (PLSR) and
principal component regression (PCR). Features of the package include
- Several plsr algorithms: orthogonal scores, kernel pls and simpls
- Flexible cross-validation
- A formula interface, with traditional methods like predict, coef,
plot and summary
- Functions
2007 Jan 02
0
pls version 2.0-0
Version 2.0-0 of the pls package is now available on CRAN.
The pls package implements partial least squares regression (PLSR) and
principal component regression (PCR). Features of the package include
- Several plsr algorithms: orthogonal scores, kernel pls and simpls
- Flexible cross-validation
- A formula interface, with traditional methods like predict, coef,
plot and summary
- Functions
2010 Mar 12
2
Data frame question
Hi,
I have the following question about creating data frames. I want to
create a data frame with 2 components: a vector and a matrix.
Let me use a simple example:
y <- rnorm(10)
x <- matrix(rnorm(150), nrow=10)
Now if I do
dd <- data.frame(x=x, y=y)
I get a data frame with 16 colums, but if, according to the documentation,
I do
dd <- data.frame(x=I(x), y=y)
then str(dd)
2011 Apr 27
3
median and data frames
Here are some data frames:
df3.2 <- data.frame(1:3, 7:9)
df4.2 <- data.frame(1:4, 7:10)
df3.3 <- data.frame(1:3, 7:9, 10:12)
df4.3 <- data.frame(1:4, 7:10, 10:13)
df3.4 <- data.frame(1:3, 7:9, 10:12, 15:17)
df4.4 <- data.frame(1:4, 7:10, 10:13, 15:18)
Now here are some commands and their answers:
> median(df3.2)
[1] 2 8
> median(df4.2)
[1] 2.5 8.5
> median(df3.3)
2010 Sep 16
2
question about converting a matrix to a dataframe
First I have a matrix called stocks1:
> class(stocks1)
[1] "matrix"
Here are the first 5 rows of the last 4 columns:
> stocks1[1:5,2:5]
[,1] [,2] [,3] [,4]
[1,] 80.73 31.95 25.4 25.69
[2,] 83.66 31.95 27.12 25.2
[3,] 83.27 32.93 28.74 26.29
[4,] 83.9 34.07 29.77 26.6
[5,] 82.74 35.18 30.24 27.41
Now, why can't I convert this into a dataframe?
2010 May 11
1
Gasoline Data in pls package
Hi -
I am using pls package for some pcr computations. There is a data set called
gasoline.
Would someone be able to tell me what command(s) could be used to produce
this graph in R? I am not sure where the log(1/R) - Y-axis - are coming
from
Thanks much
Ravi
2010 Aug 10
3
grep problem decimal points looping
Hi R Users,
I have been trying to work out how to rename column names using grep,
basically I have generated these column names using tapply:
[1] "NAME" "X1.1" "X2.1" "X3.1" "X4.1" "X5.1" "X6.1" "X7.1" "X8.1"
[10] "X1.2" "X2.2" "X3.2" "X4.2"
2013 Jul 13
1
Alternative to eval(cl, parent.frame()) ?
Dear developeRs,
I maintain a package 'pls', which has a main fit function mvr(), and
functions plsr() and pcr() which are meant to take the same arguments as
mvr() and do exactly the same, but have different default values for the
'method' argument. The three functions are all exported from the name
space.
In the 'pre namespace' era, I took inspiration from lm() and
2007 May 30
2
matrix in data.frame
Dear list!
I have run into a problem that seems very simple but I can't find any
solution to it (have searched the internet, help-files and "An introduction
to R" etc without any luck). The problem is the following: I would like to
create a data.frame with two components (columns), the first component being
a matrix and the second component a vector. Whatever I have tried so far, I
2007 Jul 06
1
about R, RMSEP, R2, PCR
Hi,
I want to calculate PLS package in R. Now I want to calculate R, MSEP,
RMSEP and R2 of PLSR and PCR using this.
I also add this in library of R. How I can calculate R, MSEP, RMSEP and R2
of PLSR and PCR in R.
I s any other method then please also suggest me. Simply I want to
calculate these value.
Thanking you.
--
Nitish Kumar Mishra
Junior Research Fellow
BIC, IMTECH, Chandigarh, India
2017 Jul 13
2
Quadratic function with interaction terms for the PLS fitting model?
Dear all,
I am using the pls package of R to perform partial least square on a set of
multivariate data. Instead of fitting a linear model, I want to fit my
data with a quadratic function with interaction terms. But I am not sure
how. I will use an example to illustrate my problem:
Following the example in the PLS manual:
## Read data
data(gasoline)
gasTrain <- gasoline[1:50,]
## Perform
2017 Jul 13
0
Quadratic function with interaction terms for the PLS fitting model?
> On Jul 13, 2017, at 10:43 AM, Bert Gunter <bgunter.4567 at gmail.com> wrote:
>
> poly(NIR, degree = 2) will work if NIR is a matrix, not a data.frame.
> The degree argument apparently *must* be explicitly named if NIR is
> not a numeric vector. AFAICS, this is unclear or unstated in ?poly.
I still get the same error with:
library(pld)
data(gasoline)
gasTrain <-
2017 Jul 13
0
Quadratic function with interaction terms for the PLS fitting model?
> On Jul 12, 2017, at 6:58 PM, Ng, Kelvin Sai-cheong <kscng at connect.hku.hk> wrote:
>
> Dear all,
>
> I am using the pls package of R to perform partial least square on a set of
> multivariate data. Instead of fitting a linear model, I want to fit my
> data with a quadratic function with interaction terms. But I am not sure
> how. I will use an example to
2017 Jul 13
3
How to formulate quadratic function with interaction terms for the PLS fitting model?
I have two ideas about it.
1-
i) Entering variables in quadratic form is done with the command I
(variable ^ 2) -
plsr (octane ~ NIR + I (nir ^ 2), ncomp = 10, data = gasTrain, validation =
"LOO"
You could also use a new variable NIR_sq <- (NIR) ^ 2
ii) To insert a square variable, use syntax I (x ^ 2) - it is very
important to insert I before the parentheses.
iii) If you want to
2017 Jul 13
0
How to formulate quadratic function with interaction terms for the PLS fitting model?
Below.
-- Bert
Bert Gunter
On Thu, Jul 13, 2017 at 3:07 AM, Luigi Biagini <luigi.biagini at gmail.com> wrote:
> I have two ideas about it.
>
> 1-
> i) Entering variables in quadratic form is done with the command I
> (variable ^ 2) -
> plsr (octane ~ NIR + I (nir ^ 2), ncomp = 10, data = gasTrain, validation =
> "LOO"
> You could also use a new variable