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TABLE 15-6 Given Below Are Results from the Regression Analysis on 40

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TABLE 15-6
Given below are results from the regression analysis on 40 observations where the dependent variable is the number of weeks a worker is unemployed due to a layoff (Y) and the independent variables are the age of the worker (X₁), the number of years of education received (X₂), the number of years at the previous job (X₃), a dummy variable for marital status (X₄: 1 = married, 0 = otherwise), a dummy variable for head of household (X₅: 1 = yes, 0 = no) and a dummy variable for management position (X₆: 1 = yes, 0 = no).
The coefficient of multiple determination (R) for the regression model using each of the 6 variables Xⱼ as the dependent variable and all other X variables as independent variables are, respectively, 0.2628, 0.1240, 0.2404, 0.3510, 0.3342 and 0.0993.
The partial results from best-subset regression are given below:
TABLE 15-6 Given below are results from the regression analysis on 40 observations where the dependent variable is the number of weeks a worker is unemployed due to a layoff (Y) and the independent variables are the age of the worker (X₁), the number of years of education received (X₂), the number of years at the previous job (X₃), a dummy variable for marital status (X₄: 1 = married, 0 = otherwise), a dummy variable for head of household (X₅: 1 = yes, 0 = no) and a dummy variable for management position (X₆: 1 = yes, 0 = no). The coefficient of multiple determination (R) for the regression model using each of the 6 variables Xⱼ as the dependent variable and all other X variables as independent variables are, respectively, 0.2628, 0.1240, 0.2404, 0.3510, 0.3342 and 0.0993. The partial results from best-subset regression are given below:    -Referring to Table 15-6, the model that includes X₁, X₂, X₃, X₅ and X₆ should be among the appropriate models using the Mallow's Cp statistic.
-Referring to Table 15-6, the model that includes X₁, X₂, X₃, X₅ and X₆ should be among the appropriate models using the Mallow's Cp statistic.


Definitions:

Fixed-Interval Schedule

In operant conditioning, a reinforcement schedule that reinforces a response only after a specified time has elapsed.

Specified Time Period

A distinct duration or length of time that has been determined or requested for a particular purpose or event.

Response Is Reinforced

A process in learning where the likelihood of a behavior's occurrence is increased by following it with a positive outcome or reward.

Monetary Winnings

Funds or gains received as a result of winning a game, competition, bet, or lawsuit.

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