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- begin{frame}[t]{Bootstrap}
- begin{itemize}
- item Compute variability of parameter by means of resampling with replacement
- item Standard error necessary to compute prediction error
- item Algorithm Efron and Tibshirani (1994)
- item $hat{theta^{*}}(b) = s(x^{*b})$
- setbeamertemplate{itemize items}[ball]
- framebox{
- item textbf{Step 1} Select B independent bootstrap samples $x^{*1}$, $x^{*2}$,... $x^{*B}$ each consisting of n data values drawn with replacement from $x$
- }
- end{itemize}
- end{frame}
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