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PSYCH 2300
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Correlation
Statistical technique that is used to measure and describe a relationship between two variables
Positive Correlation
The two variables tend to change in the same direction.
As the value of X increases, the Y also increases. Vice Versa
Negative Correlation
Two variables go in opposite directions.
As X increases, Y decreases - an inverse relationship
Perfect Correlation
Identified by a correlation of 1.00 and indicates a perfectly consistent relationship
Pearson Correlation
Measures the degree to and direction of the linear relationship between two variables
Sum of Products or SP
Measure the amount of co-variability between TWO variables
Restricted Range
A correlation that is computed from scores that do not represent the full range of possible values, should be cautious when interpreting correlation.
Coefficient of determination =
Measures the proportion of
variability
in one variable that can be determined from the relationship with the other variable.
A correlation of r=0.80 (or -0.80), means that
=0.64 (or 64%) of the variability in the Y scores can be predicted from the relationship with X
Linear Relationship
A linear relationship between two variables can be expressed by the equation:
Where a and b are fixed constants
Linear Equation
Slope
Slope determines how much the Y variable changes when X is increased by 1 point
Y-Intercept
Determines the value of Y when X=0
a value
Regression
Statistical technique for finding the best fitting straight line for a set of data
Regression Line
The resulting straight line
Least-squared-error
The best fitting line has the smallest total squared error
Regression Equation for Y
Standard Error of Estimate
Gives a measure of the standard distance between a regression line and the actual data points
Predicted Variability (SSregression)
A statistical technique used to measure the amount of variance in a data set that is not explained by the regression model
Unpredicted Variability (SSresidual)
residual of an observed value is the difference between the observed value and theestimated function value
Author
xx.chelsii
ID
225636
Card Set
PSYCH 2300
Description
Correlation and Regression
Updated
2013-07-02T16:30:10Z
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