Suppose you are a dolphin trainer at SeaWorld. You teach the dolphins by rewarding them with fish treats after each successful attempt at a new trick. The following table lists the dolphins, the number of treats per success given to each, and the average number of attempts necessary for each to learn to perform the tricks. Dolphin Number of Treats Number of Attempts Diana 3 4 Frederick 2 5 Fatima 4 4 Marlin 1 7 You can use the preceding sample data to obtain the regression line, where Ŷ is the predicted value of Y: ŶŶ = = bX + abX + a One formula for the slope of the regression line is as follows: bb = = SPSSxSPSSx
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.
Dolphin
|
Number of Treats
|
Number of Attempts
|
---|---|---|
Diana | 3 | 4 |
Frederick | 2 | 5 |
Fatima | 4 | 4 |
Marlin | 1 | 7 |
ŶŶ | = = | bX + abX + a |
bb | = = | SPSSxSPSSx |
Dolphin
|
Number of Treats
|
Number of Attempts
|
Predicted Y (Ŷ)
|
Residual
|
---|---|---|---|---|
Diana | 3 | 4 |
|
|
Frederick | 2 | 5 |
|
|
Fatima | 4 | 4 |
|
|
Marlin | 1 | 7 |
|
|
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