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sand_box [2023/12/10 21:49] hkimscilsand_box [2024/09/25 07:45] (current) hkimscil
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 <WRAP tabs> <WRAP tabs>
-  * [[start|Allgemein]] +  * [[:sand box/intro]] 
-  * [[personal:richtlinien:start|Richtlinien]] +  * [[:sand box/body]] 
-  * [[menue_themenbereiche|Firmenbereiche]] +  * [[:sand box/conc]]
-  * [[menue_details|WIKI-Details]]+
 </WRAP> </WRAP>
 +
 +{{tabinclude>page1|Top page,page2|Second page,*page3}}
 +<tabbed>
 +  * page1|top page
 +  * page2
 +  * *page3
 +
 +</tabbed>
 +[{{:r.regressionline3.png}}]
 +
 +\begin{align*}
 +& \;\;\;\; \sum{(Y_i - \hat{Y_i})^2} \\
 +&= \sum{(Y_i - (a + bX_i))^2}  \;\;\; \because \hat{Y_i} = a + bX_i \\
 +&= \text{SSE or SS.residual} \;\;\; \text{(and this should be the least value.)} \\
 +\end{align*}
 +
 +<WRAP box>
 +\begin{align*}
 +&\text{for a (constant)} \\ \\
 +&\dfrac{\text{d}}{\text{dv}} \sum{(Y_i - (a + bX_i))^2} \\
 +& \sum \dfrac{\text{d}}{\text{dv}} {(Y_i - (a + bX_i))^2} \\ 
 +&= \sum{2 (Y_i - (a + bX_i))} * (-1) \;\;\;\; \\
 +&\because \dfrac{\text{d}}{\text{dv for a}} (Y_i - (a+bX_i)) = -1 \\
 +& = -2 \sum{(Y_i - (a + bX_i))} \\ 
 +\\
 +&\text{in order to have the least value, the above should be zero} \\ 
 +\\
 +&-2 \sum{(Y_i - (a + bX_i))} = 0 \\
 +&\sum{(Y_i - (a + bX_i))} = 0 \\ 
 +&\sum{Y_i} - \sum{a} - b \sum{X_i} = 0 \\
 +&\sum{Y_i} - n*{a} - b \sum{X_i} = 0 \\
 +&n*{a} = \sum{Y_i} - b \sum{X_i} \\
 +&a = \dfrac{\sum{Y_i}}{n} - b \dfrac{\sum{X_i}}{n} \\
 +&a = \overline{Y} - b \overline{X} \\
 +\end{align*} 
 +</WRAP>
 +
 +<WRAP box>
 +\begin{eqnarray*}
 +\text{for b, (coefficient)} \\ 
 +\\
 +\dfrac{\text{d}}{\text{dv}} \sum{(Y_i - (a + bX_i))^2}  & = & \sum \dfrac{\text{d}}{\text{dv}} {(Y_i - (a + bX_i))^2} \\ 
 +& = & \sum{2 (Y_i - (a + bX_i))} * (-X_i) \;\;\;\; \\
 +& \because & \dfrac{\text{d}}{\text{dv for b}} (Y_i - (a+bX_i)) = -X_i \\
 +& = & -2 \sum{X_i (Y_i - (a + bX_i))} \\
 +\\
 +\text{in order to have the least value, the above should be zero} \\ 
 +\\
 +-2 \sum{X_i (Y_i - (a + bX_i))} & = & 0 \\
 +\sum{X_i (Y_i - (a + bX_i))} & = & 0 \\ 
 +\sum{X_i (Y_i - ((\overline{Y} - b \overline{X}) + bX_i))} & = & 0 \\ 
 +\sum{X_i ((Y_i - \overline{Y}) - b (X_i - \overline{X})) } & = & 0 \\ 
 +\sum{X_i (Y_i - \overline{Y})} - \sum{b X_i (X_i - \overline{X}) } & = & 0 \\ 
 +\sum{X_i (Y_i - \overline{Y})} & = &  b \sum{X_i (X_i - \overline{X})} \\ 
 +b & = & \dfrac{\sum{X_i (Y_i - \overline{Y})}}{\sum{X_i (X_i - \overline{X})}} \\
 +b & = & \dfrac{\sum{(Y_i - \overline{Y})}}{\sum{(X_i - \overline{X})}} \\
 +b & = & \dfrac{ \sum{(Y_i - \overline{Y})(X_i - \overline{X})} } {\sum{(X_i - \overline{X})(X_i - \overline{X})}} \\
 +b & = & \dfrac{ \text{SP} } {\text{SS}_\text{x}} \\
 +\end{eqnarray*} 
 +</WRAP>
 +
 +
sand_box.1702212567.txt.gz · Last modified: 2023/12/10 21:49 by hkimscil

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