Formula
1. `byx = (n * sum fdxdy - sum fdx * sum fdy ) / (n * sum fdx^2 - (sum fdx)^2) * (h_y)/(h_x)`
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2. `bxy = (n * sum fdxdy - sum fdx * sum fdy ) / (n * sum fdy^2 - (sum fdy)^2) * (h_x)/(h_y)`
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3. Regression Line y on x `y - bar y = byx (x - bar x)`
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4. Regression Line x on y `x - bar x = bxy (y - bar y)`
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Examples
2. Find Regression line equations from the following data
Y Class-X | 18 | 19 | 20 | 21 |
350 - 400 | 1 | 4 | 6 | 10 |
300 - 350 | 2 | 6 | 8 | 5 |
250 - 300 | 3 | 5 | 4 | 2 |
200 - 250 | 4 | 4 | 2 | 1 |
Solution: | | | | | | | | | | |
| | M.V.`(y)` | 18 | 19 | 20 | 21 | | | | |
C.I.`(x)` | M.V.`(x)` | `dy` `dx` | -1 `-1=18-19` `dy=y-19` | 0 `0=19-19` `dy=y-19` | 1 `1=20-19` `dy=y-19` | 2 `2=21-19` `dy=y-19` | `f_x` | `fdx` | `fdx^2` | `fdxdy` |
350 - 400 | 375 `375=(350+400)/2` | 1 `1=(375-325)/50` `dx=(x-325)/50` | [-1] `-1=1*1*-1` `f*dx*dy`1 | [0] `0=4*1*0` `f*dx*dy`4 | [6] `6=6*1*1` `f*dx*dy`6 | [20] `20=10*1*2` `f*dx*dy`10 | 21 `21=1+4+6+10` | 21 `21=21*1` `fdx=f_x*dx` | 21 `21=21*1` `fdx^2=fdx*dx` | 25 `25=-1+0+6+20` |
300 - 350 | 325 `325=(300+350)/2` | 0 `0=(325-325)/50` `dx=(x-325)/50` | [0] `0=2*0*-1` `f*dx*dy`2 | [0] `0=6*0*0` `f*dx*dy`6 | [0] `0=8*0*1` `f*dx*dy`8 | [0] `0=5*0*2` `f*dx*dy`5 | 21 `21=2+6+8+5` | 0 `0=21*0` `fdx=f_x*dx` | 0 `0=0*0` `fdx^2=fdx*dx` | 0 `0=0+0+0+0` |
250 - 300 | 275 `275=(250+300)/2` | -1 `-1=(275-325)/50` `dx=(x-325)/50` | [3] `3=3*-1*-1` `f*dx*dy`3 | [0] `0=5*-1*0` `f*dx*dy`5 | [-4] `-4=4*-1*1` `f*dx*dy`4 | [-4] `-4=2*-1*2` `f*dx*dy`2 | 14 `14=3+5+4+2` | -14 `-14=14*-1` `fdx=f_x*dx` | 14 `14=-14*-1` `fdx^2=fdx*dx` | -5 `-5=3+0-4-4` |
200 - 250 | 225 `225=(200+250)/2` | -2 `-2=(225-325)/50` `dx=(x-325)/50` | [8] `8=4*-2*-1` `f*dx*dy`4 | [0] `0=4*-2*0` `f*dx*dy`4 | [-4] `-4=2*-2*1` `f*dx*dy`2 | [-4] `-4=1*-2*2` `f*dx*dy`1 | 11 `11=4+4+2+1` | -22 `-22=11*-2` `fdx=f_x*dx` | 44 `44=-22*-2` `fdx^2=fdx*dx` | 0 `0=8+0-4-4` |
| | `f_y` | 10 `10=1+2+3+4` | 19 `19=4+6+5+4` | 20 `20=6+8+4+2` | 18 `18=10+5+2+1` | 67 `n=sum f_x=67=21+21+14+11` OR `n=sum f_y=67=10+19+20+18` | -15 `sum fdx=-15=21+0-14-22` | 79 `sum fdx^2=79=21+0+14+44` | 20 `sum fdxdy=20=25+0-5+0` |
| | `fdy` | -10 `-10=10*-1` `fdy=f_y*dy` | 0 `0=19*0` `fdy=f_y*dy` | 20 `20=20*1` `fdy=f_y*dy` | 36 `36=18*2` `fdy=f_y*dy` | 46 `sum fdy=46=-10+0+20+36` | | | |
| | `fdy^2` | 10 `10=-10*-1` `fdy^2=fdy*dy` | 0 `0=0*0` `fdy^2=fdy*dy` | 20 `20=20*1` `fdy^2=fdy*dy` | 72 `72=36*2` `fdy^2=fdy*dy` | 102 `sum fdy^2=102=-10+0+20+36` | | | |
| | `fdxdy` | 10 `10=-1+0+3+8` | 0 `0=0+0+0+0` | -2 `-2=6+0-4-4` | 12 `12=20+0-4-4` | 20 `sum fdxdy=20=10+0-2+12` | | | |
`bar X = A + (sum fdx)/n * h_x`
`=325 + -15/67 * 50`
`=325 + -0.2239 * 50`
`=325 + -11.194`
`=313.806`
`bar Y = B + (sum fdy)/n * h_y`
`=19 + 46/67 * 1`
`=19 + 0.6866 * 1`
`=19 + 0.6866`
`=19.6866`
`byx = (n * sum fdxdy - sum fdx * sum fdy ) / (n * sum fdx^2 - (sum fdx)^2) * (h_y)/(h_x)`
`=(67 * 20 - -15 * 46 )/(67 * 79 - (-15)^2) * 1/50`
`=(1340 + 690 )/(5293 - 225) * 1/50`
`=2030/5068 * 1/50`
`=0.008`
Regression Line y on x
`y - bar y = byx (x - bar x)`
`y - 19.6866 = 0.008 (x - 313.806)`
`y - 19.6866 = 0.008 x - 2.5139`
`y = 0.008 x - 2.5139 + 19.6866`
`y = 0.008 x + 17.1727`
`bxy = (n * sum fdxdy - sum fdx * sum fdy ) / (n * sum fdy^2 - (sum fdy)^2) * (h_x)/(h_y)`
`=(67 * 20 - -15 * 46 )/(67 * 102 - (46)^2) * 50/1`
`=(1340 + 690 )/(6834 - 2116) * 50/1`
`=2030/4718 * 50/1`
`=21.5134`
Regression Line x on y
`x - bar x = bxy (y - bar y)`
`x - 313.806 = 21.5134 (y - 19.6866)`
`x - 313.806 = 21.5134 y - 423.5241`
`x = 21.5134 y - 423.5241 + 313.806`
`x = 21.5134 y - 109.7181`
This material is intended as a summary. Use your textbook for detail explanation.
Any bug, improvement, feedback then