Question: please solve this. In this question you will be working with dataset longley which can be view in R by running the code data(longley). The

please solve this.

please solve this. In this question you will be working with dataset

In this question you will be working with dataset longley which can be view in R by running the code data(longley). The objective is to predict the number of people employed from economic variables. You'll need to conduct most of your anal- ysis in R and produce screenshot of the output together with suitable comments. The dataset has several numerical columns: GNP.deflator, GNP, Unemployed, Armed. Forces, Population, Year, Employed. The response variable is Em- ployed. (i) Write down the formula for correlation coefficient for two random variables X and Y and use R to find pairwise correlation between the variables of longley. (5 marks) (ii) Create a multiple regression model regression Employed on all available vari- ables of the dataset. Produce a summary and ANOVA of the regression and comment on the significance of the parameter estimates. (5 marks) MATH1180 COURSEWORK 2 5 (iii) Hence using above produce a reduced model by selecting the most relevant ex- planatory variables and write the equation relating Employed to the relevant explanatory variables. (5 marks) (iv) State the assumptions underlying linear regression models. Produce the diag- nostic plots for your reduced model found in (iii) and comment on the validity of the model. (5 marks) (v) Produce a time series plot of Employed against years and produce the auto- correlation plot or values

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