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Simple Linear Regression
• Regression Analysis is a procedure of functional
relationship used for prediction (Ex: Relationship
between Income and Consumption or Salt in-
take and Blood Pressure…)
• Most popular technique used for forecasting
• In Simple Regression, we develop the functional
relationship between two variables say X and Y
where the variable X influences the value of Y,
then X is called the independent variable and Y
is a dependent variable
Regression Equation Y on X :
• Y = a + bX
• (Y-Y) = byx (X-X)
• byx Regression Coefficient of Y on X
• Byx = n. ε xy - ε x. ε y
n ε x2 – (ε x)2
Regression Equation X on Y :
• X = a + bY
• (X-X) = bxy (Y-Y)
• bxy Regression Coefficient of Xon Y
• Byx = n. ε xy - ε x. ε y
n ε y2 – (ε y)2
X: 6 2 10 4 8
Y: 9 11 5 8 7
For the data given, Obtain two Regression
Equations:
• Regression Equation Y on X : Y = a + bX
• (Y-Y) = byx (X-X)
• byx Regression Coefficient of Y on X
• Byx = n. ε xy - ε x. ε y
n ε x2 – (ε x)2
X Y XY X2 Y2
6 9 54 36 81
2 11 22 4 121
10 5 50 100 25
4 8 32 16 64
8 7 56 64 49
εX =30 εY =40 εxY =214 εX2 =220 εY2 =340
• Byx = n. ε xy - ε x. ε y
n ε y2 – (ε y)2
= (5 X 214) – (30 X 40)
(5 X 220) – (30)2
= 1070 – 1200 = - 130 = - 0.65
1100 – 900 200
Y on X:

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Simple_Regression.pptx

  • 1. Simple Linear Regression • Regression Analysis is a procedure of functional relationship used for prediction (Ex: Relationship between Income and Consumption or Salt in- take and Blood Pressure…) • Most popular technique used for forecasting • In Simple Regression, we develop the functional relationship between two variables say X and Y where the variable X influences the value of Y, then X is called the independent variable and Y is a dependent variable
  • 2. Regression Equation Y on X : • Y = a + bX • (Y-Y) = byx (X-X) • byx Regression Coefficient of Y on X • Byx = n. ε xy - ε x. ε y n ε x2 – (ε x)2
  • 3. Regression Equation X on Y : • X = a + bY • (X-X) = bxy (Y-Y) • bxy Regression Coefficient of Xon Y • Byx = n. ε xy - ε x. ε y n ε y2 – (ε y)2
  • 4. X: 6 2 10 4 8 Y: 9 11 5 8 7 For the data given, Obtain two Regression Equations: • Regression Equation Y on X : Y = a + bX • (Y-Y) = byx (X-X) • byx Regression Coefficient of Y on X • Byx = n. ε xy - ε x. ε y n ε x2 – (ε x)2
  • 5. X Y XY X2 Y2 6 9 54 36 81 2 11 22 4 121 10 5 50 100 25 4 8 32 16 64 8 7 56 64 49 εX =30 εY =40 εxY =214 εX2 =220 εY2 =340
  • 6. • Byx = n. ε xy - ε x. ε y n ε y2 – (ε y)2 = (5 X 214) – (30 X 40) (5 X 220) – (30)2 = 1070 – 1200 = - 130 = - 0.65 1100 – 900 200 Y on X: