Monday, April 11, 2016

Linear Regression

Linear Regression

  • Tests for significant relationship between 2 variables 
  • Defines each variable
    • Y- dependent variable
    • X- independent variable
    • Y varies in response to changes in X
  • Defines functional mathematical relationship 
    • y=bx+a
  • Used for prediction 
  • Relationship is a functional dependence
  • The magnitude of a dependent variable (Y) is dependent on magnitude of an independent variable (X)
  • Functional dependence is a mathematical relationship that can be quantified 
  • Linear Regression equation used to describe the mathematical relationship 
    • Y=a+bX or 
    • Y=bx+a
      • Y or dependent or criterion or response variable
      • X independent or predictor or regressor variable 
      • a= y-intercept (where x=0)
      • b= slope or regression coefficient 
  • Functional dependence is a mathematical relationship that can be quantified
    • Postitive, negative, and no relationship

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