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14-22 Introduction to Multiple Regression One of the Most Common (Y)( Y )

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14-22 Introduction to Multiple Regression One of the most common questions of prospective house buyers pertains to the cost of heating in dollars (Y)( Y ) . To provide its customers with information on that matter, a large real estate firm used the following 2 variables to predict heating costs: the daily minimum outside temperature in degrees of Fahrenheit (X1)\left( X _ { 1 } \right) and the amount of insulation in inches (X2)\left( X _ { 2 } \right) . Given below is EXCEL output of the regression model.
 Regression Statistics  Multiple R 0.5270 R Square 0.2778 Adjusted R Square 0.1928 Standard Error 40.9107 Observations 20\begin{array}{lr}\hline {\text { Regression Statistics }} \\\hline \text { Multiple R } & 0.5270 \\\text { R Square } & 0.2778 \\\text { Adjusted R Square } & 0.1928 \\\text { Standard Error } & 40.9107 \\\text { Observations } & 20 \\\hline\end{array}

ANOVA
 14-22 Introduction to Multiple Regression One of the most common questions of prospective house buyers pertains to the cost of heating in dollars  ( Y ) . To provide its customers with information on that matter, a large real estate firm used the following 2 variables to predict heating costs: the daily minimum outside temperature in degrees of Fahrenheit  \left( X _ { 1 } \right)  and the amount of insulation in inches  \left( X _ { 2 } \right) . Given below is EXCEL output of the regression model.  \begin{array}{lr} \hline {\text { Regression Statistics }} \\ \hline \text { Multiple R } & 0.5270 \\ \text { R Square } & 0.2778 \\ \text { Adjusted R Square } & 0.1928 \\ \text { Standard Error } & 40.9107 \\ \text { Observations } & 20 \\ \hline \end{array}   ANOVA     \begin{array}{lrrrrrr}  & \text { Coefficients } & \text { Standard Error } & t \text { Stat } & \text { P-value } & \text { Lower 95\% } & \text { Upper 95\% } \\ \hline \text { Intercept } & 448.2925 & 90.7853 & 4.9379 & 0.0001 & 256.7522 & 639.8328 \\ \text { Temperature } & -2.7621 & 1.2371 & -2.2327 & 0.0393 & -5.3721 & -0.1520 \\ \text { Insulation } & -15.9408 & 10.0638 & -1.5840 & 0.1316 & -37.1736 \end{array}   Also  \operatorname { SSR } \left( X _ { 1 } \mid X _ { 2 } \right) = 8343.3572  and  \operatorname { SSR } \left( X _ { 2 } \mid X _ { 1 } \right) = 4199.2672  -Referring to Scenario 14-6, the coefficient of partial determination  r _ { Y 1 \cdot 2 } ^ { 2 }  ⋅ is ____.

 Coefficients  Standard Error t Stat  P-value  Lower 95%  Upper 95%  Intercept 448.292590.78534.93790.0001256.7522639.8328 Temperature 2.76211.23712.23270.03935.37210.1520 Insulation 15.940810.06381.58400.131637.1736\begin{array}{lrrrrrr} & \text { Coefficients } & \text { Standard Error } & t \text { Stat } & \text { P-value } & \text { Lower 95\% } & \text { Upper 95\% } \\\hline \text { Intercept } & 448.2925 & 90.7853 & 4.9379 & 0.0001 & 256.7522 & 639.8328 \\\text { Temperature } & -2.7621 & 1.2371 & -2.2327 & 0.0393 & -5.3721 & -0.1520 \\\text { Insulation } & -15.9408 & 10.0638 & -1.5840 & 0.1316 & -37.1736\end{array}

Also SSR(X1X2)=8343.3572\operatorname { SSR } \left( X _ { 1 } \mid X _ { 2 } \right) = 8343.3572 and SSR(X2X1)=4199.2672\operatorname { SSR } \left( X _ { 2 } \mid X _ { 1 } \right) = 4199.2672
-Referring to Scenario 14-6, the coefficient of partial determination rY122r _ { Y 1 \cdot 2 } ^ { 2 } ⋅ is ____.


Definitions:

Telegraphic Speech

A stage in language development where young children use simple, concise sentences that typically include only essential words and omit smaller, less critical ones, resembling telegraphic messages.

Language Development

The process by which individuals acquire the capacity to perceive, produce, and use words to understand and communicate.

One-word Stage

A developmental stage in early childhood where children primarily use single words to communicate needs, desires, or observations.

Universal Grammar

A theory in linguistics proposing that the ability to acquire language is innate to humans and that all languages share a common underlying structure.

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