The following regression model shows the relationship between selling price of a house [y] and the number of bedrooms [x]; y ̂=100+0.6 x. Another separate regression model shows the relationship between selling price of house [y] and the level of the crime per week in the neighborhood [x]; y ̂=100-0.3 x. Draw the regression line for the first and second regression. Write an interpretation for the slope coefficient in the first and second regression. Be specific. What is the estimated value of the price of a house which has two bedrooms?
Correlation
Correlation defines a relationship between two independent variables. It tells the degree to which variables move in relation to each other. When two sets of data are related to each other, there is a correlation between them.
Linear Correlation
A correlation is used to determine the relationships between numerical and categorical variables. In other words, it is an indicator of how things are connected to one another. The correlation analysis is the study of how variables are related.
Regression Analysis
Regression analysis is a statistical method in which it estimates the relationship between a dependent variable and one or more independent variable. In simple terms dependent variable is called as outcome variable and independent variable is called as predictors. Regression analysis is one of the methods to find the trends in data. The independent variable used in Regression analysis is named Predictor variable. It offers data of an associated dependent variable regarding a particular outcome.
The following regression model shows the relationship between selling price of a house [y] and the number of bedrooms [x]; y ̂=100+0.6 x. Another separate regression model shows the relationship between selling price of house [y] and the level of the crime per week in the neighborhood [x]; y ̂=100-0.3 x.
- Draw the regression line for the first and second regression.
- Write an interpretation for the slope coefficient in the first and second regression. Be specific.
- What is the estimated value of the price of a house which has two bedrooms?
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