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QBA
QBA
13
Business
Undergraduate 2
02/10/2010

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Cards

Term
Simple Linear Regression
Definition
analysis of the equational relationship between X and Y.
Term
Slope
Definition
ß1 has a t distribution which standardizes its value to see if it is significantly different from 0.
Term
Y-Intercept
Definition
ß0, is not interpreted
Term
Correlation Coefficient
Definition
r, indicates direction and strength of the LINEAR relationship between X and Y
Term
Coefficient of Determination
Definition
Correlation analysis is the study of the nature and degree of the relationship between variables.
Extrapolation is using Xs beyond the range of the given Xs to predict Y. This can cause large errors in prediction.
Relationship of slope to the correlation coefficient: signs are the same.
Term
Multicollinearity
Definition
when Xs are highly correlated this gives redundant information
Term
Heteroscedasticity
Definition
non-constant variance in the residuals
Term
Non-linear relationships
Definition
curvilinear patterns or logarithmic relationships
Term
Multiple regression analysis
Definition
includes one dependent variable and more than one independent.
Stepwise tries all combinations of variables and produces the best predictors in order of their predictive power.
Term
Artificially Inflated R-squared
Definition
when there are too many predictors and not enough samples.
Term
T distribution vs. F distribution
Definition
: t is used to test the individual coefficients where F tests the overall model
Term
Residuals
Definition
are the differences in the observed value of Y at a given X and the predicted value.
Term
Studentized Residuals
Definition
should fall within +/- 3 in order to be considered normal values.
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