Consider the program efficiency study in Examples 11.6–11.7 and 11.10–11.11

Berikut ini adalah pertanyaan dari aLvnn11 pada mata pelajaran Matematika untuk jenjang Sekolah Menengah Atas

Consider the program efficiency study in Examples 11.6–11.7 and 11.10–11.11 anddata setEfficiency. The computer manager makes another attempt to improve the pre-diction power. This time she would like to consider the fact that the first four times theprogram worked under the operational system A and then switched to the operationalsystem B.

Jawaban dan Penjelasan

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Jawab:

In order to consider the fact that the program switched from operational system A to operational system B, the computer manager could include a categorical variable in her analysis to indicate which operational system the program was running under at each time point. This variable could be included as a predictor in a linear or nonlinear regression model, along with the other predictor variables already being considered (such as program size and program complexity).

Alternatively, the manager could create separate models for the data collected under each operational system, and compare the prediction power of the two models. This would allow her to determine if there is a significant difference in program efficiency between the two operational systems and which system is better for the program.

Additionally, the manager could use a time series analysis method to analyze the data, as it would allow her to take into account the order of the data points and the possible effect of the switch from one system to another on the program efficiency.

It is important to note that the method chosen will depend on the specific characteristics of the data and the research question. The manager should also ensure that the data collected is sufficient and unbiased to make valid conclusions.

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Last Update: Tue, 18 Apr 23