[regression] added note on uniqe parameters
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@ -28,18 +28,21 @@
|
||||
\item Move 8.7 to this new chapter.
|
||||
\item Example that illustrates the Nebenminima Problem (with error
|
||||
surface). Maybe data generate from $1/x$ and fitted with
|
||||
$\exp(\lambda x)$ induces local minima.
|
||||
$c\exp(\lambda x)$ induces local minima.
|
||||
\item You need initial values for the parameter!
|
||||
\item Example that fitting gets harder the more parameter you have.
|
||||
\item Try to fix as many parameters before doing the fit.
|
||||
\item Ensure that all parameters in the function are unique, e.g. $a e^{x-c} = be^x$.
|
||||
\item How to test the quality of a fit? Residuals. $\chi^2$ test. Run-test.
|
||||
\item Impoartant box: summary of fit howtos.
|
||||
\item Important box: summary of fit howtos.
|
||||
\end{itemize}
|
||||
|
||||
\subsection{New chapter: linear fits --- generalized linear models}
|
||||
\begin{itemize}
|
||||
\item Polyfit is easy: unique solution! $c x^3$ is also a linear fit.
|
||||
\item Example for \emph{overfitting} with polyfit of a high order (=number of data points)
|
||||
\item Higher order and cross terms
|
||||
\item Link function, logistic regression
|
||||
\end{itemize}
|
||||
|
||||
|
||||
|
||||
Reference in New Issue
Block a user