allmetrics: allmetrics
In valmetrics: Metrics and Plots for Model Evaluation
Description
Usage
Arguments
Details
Value
Author(s)
References
Examples
Description
Calculates 31 different validation metrics from observed
values and predicted values. For the calculation of some metrics also the
number of model parameters are used.
Usage
1
allmetrics(o, p, k)
Arguments
o
A numeric vector. Observed values.
p
A numeric vector. Predicted values.
k
A number. The number of parameters in the model. Note that k includes
the intercept, so for example, k is 2 for a linear regression model.
Details
See respective functions.
Value
A data.frame with all validation metrics for which functions are defined in
this package.
Author(s)
Kristin Piikki, Johanna Wetterlind, Mats Soderstrom and Bo Stenberg,
E-mail: kristin.piikki@slu.se
References
Piikki K., Wetterlind J., Soderstrom M., Stenberg B. (2021). Perspectives
on validation in digital soil mapping of continuous attributes. A review.
Soil Use and Management. doi: 10.1111/sum.12694
Examples
1
2
3
obs<-c(1:10)
pred<-c(1, 1 ,3, 2, 4, 5, 6, 8, 7, 10)
allmetrics(o=obs, p=pred, k=2)
valmetrics documentation built on Jan. 16, 2021, 5:11 p.m.
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Description Usage Arguments Details Value Author(s) References Examples
Description
Calculates 31 different validation metrics from observed values and predicted values. For the calculation of some metrics also the number of model parameters are used.
Usage
1 | allmetrics(o, p, k)
|
Arguments
o |
A numeric vector. Observed values. |
p |
A numeric vector. Predicted values. |
k |
A number. The number of parameters in the model. Note that k includes the intercept, so for example, k is 2 for a linear regression model. |
Details
See respective functions.
Value
A data.frame with all validation metrics for which functions are defined in this package.
Author(s)
Kristin Piikki, Johanna Wetterlind, Mats Soderstrom and Bo Stenberg, E-mail: kristin.piikki@slu.se
References
Piikki K., Wetterlind J., Soderstrom M., Stenberg B. (2021). Perspectives on validation in digital soil mapping of continuous attributes. A review. Soil Use and Management. doi: 10.1111/sum.12694
Examples
1 2 3 | obs<-c(1:10)
pred<-c(1, 1 ,3, 2, 4, 5, 6, 8, 7, 10)
allmetrics(o=obs, p=pred, k=2)
|
R Package Documentation
Browse R Packages
We want your feedback!
Note that we can't provide technical support on individual packages. You should contact the package authors for that.
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