BiasVarTO: a simple example of the bias-variance trade-off.
In evidence: Analysis of Scientific Evidence Using Bayesian and Likelihood Methods
Description
Usage
Arguments
Value
Author(s)
References
Description
A total of eight models are fitted to a data set consisting of seven
predictors. The response is the exact fit with a variable amount of
zero-mean noise added. This is repeated a certain number of times (by
default, 100 times). Plots of Bias^2 and variance vs. the number of
parameters are produced.
Usage
1
BiasVarTO(times = 100)
Arguments
times
the number of repeats to average bias and variance over (default 100)
Value
none produced, the function produces two plots
Author(s)
Robert van Hulst
References
van Hulst, R. 2018. Evaluating Scientific Evidence. ms.
evidence documentation built on May 2, 2019, 2:14 p.m.
R Package Documentation
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Description Usage Arguments Value Author(s) References
Description
A total of eight models are fitted to a data set consisting of seven predictors. The response is the exact fit with a variable amount of zero-mean noise added. This is repeated a certain number of times (by default, 100 times). Plots of Bias^2 and variance vs. the number of parameters are produced.
Usage
1 | BiasVarTO(times = 100)
|
Arguments
times |
the number of repeats to average bias and variance over (default 100) |
Value
none produced, the function produces two plots
Author(s)
Robert van Hulst
References
van Hulst, R. 2018. Evaluating Scientific Evidence. ms.
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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