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The Following MINITAB Output Presents a Multiple Regression Equation y^=b0+b1x1+\hat { y } = b _ { 0 } + b _ { 1 } x _ { 1 } +

question 105

Multiple Choice

The following MINITAB output presents a multiple regression equation y^=b0+b1x1+\hat { y } = b _ { 0 } + b _ { 1 } x _ { 1 } + b2x2+b3x3+b4x4b _ { 2 } x _ { 2 } + b _ { 3 } x _ { 3 } + b _ { 4 } x _ { 4 }
The regression equation is
Y=1.9568+1.7369X1+1.1099X21.2672X3+1.6080X4\mathrm { Y } = 1.9568 + 1.7369 \mathrm { X } 1 + 1.1099 \mathrm { X } 2 - 1.2672 \mathrm { X } 3 + 1.6080 \mathrm { X } 4
 Predictor  Coef  SE Coef TP Constant 1.95680.82481.12770.345X11.73690.79803.42960.004X21.10990.75003.25290.006X31.26720.75341.87300.076X41.60800.87330.93280.349\begin{array}{lllll}\text { Predictor } & \text { Coef } & \text { SE Coef } & \mathrm{T} & \mathrm{P} \\\text { Constant } & 1.9568 & 0.8248 & 1.1277 & 0.345 \\\mathrm{X} 1 & 1.7369 & 0.7980 & 3.4296 & 0.004 \\\mathrm{X} 2 & 1.1099 & 0.7500 & -3.2529 & 0.006 \\\mathrm{X} 3 & -1.2672 & 0.7534 & 1.8730 & 0.076 \\\mathrm{X} 4 & 1.6080 & 0.8733 & -0.9328 & 0.349\end{array}

S=2.5685RSq=33.7%RSq(adj) =26.1%\mathrm{S}=2.5685 \quad \mathrm{R}-\mathrm{Sq}=33.7 \% \quad \mathrm{R}-\mathrm{Sq}(\mathrm{adj}) =26.1 \%

 Analysis of Variance  Source  DF  SS  MS  F P  Regression 4503.9126.05.08060.003 Residual Error 40990.424.8 Total 441494.3\begin{array}{l}\text { Analysis of Variance }\\\begin{array}{lcccrl}\text { Source } & \text { DF } & \text { SS } & \text { MS } & \text { F P } & \\\text { Regression } & 4 & 503.9 & 126.0 & 5.0806 & 0.003 \\\text { Residual Error } & 40 & 990.4 & 24.8 & & \\\text { Total } & 44 & 1494.3 & & & \\\hline\end{array}\end{array}
Predict the value of y when x1=1,x2=2,x3=3,x4=6x _ { 1 } = 1 , x _ { 2 } = 2 , x _ { 3 } = 3 , x _ { 4 } = 6


Definitions:

Selective Exposure

The tendency to favor information or sources that reinforce existing beliefs, values, or attitudes, while avoiding contradictory information.

Role Assimilation

The process of adopting and internalizing the expectations, behaviors, and responsibilities associated with a particular social role within a group or society.

Behavioral Stability

Consistency in patterns of action or behavior over time, reflecting a person's or group's predictability and reliability.

R&D Organization

An organization primarily focused on research and development activities aimed at the creation of new products, services, or processes.

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