subpack-glpk
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1 | /*Curve fitting problem by Least Squares |
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2 | Nigel_Galloway@operamail.com |
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3 | October 1st., 2007 |
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4 | */ |
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5 | set Sample; |
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6 | param Sx {z in Sample}; |
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7 | param Sy {z in Sample}; |
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8 | |
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9 | var X; |
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10 | var Y; |
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11 | var Ex{z in Sample}; |
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12 | var Ey{z in Sample}; |
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13 | |
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14 | /* sum of variances is zero for Sx*/ |
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15 | variencesX{z in Sample}: X + Ex[z] = Sx[z]; |
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16 | zumVariancesX: sum{z in Sample} Ex[z] = 0; |
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17 | /* sum of variances is zero for Sy*/ |
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18 | variencesY{z in Sample}: Y + Ey[z] = Sy[z]; |
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19 | zumVariancesY: sum{z in Sample} Ey[z] = 0; |
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20 | |
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21 | solve; |
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22 | |
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23 | param b1 := (sum{z in Sample} Ex[z]*Ey[z])/(sum{z in Sample} Ex[z]*Ex[z]); |
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24 | printf "\nbest linear fit is:\n\ty = %f %s %fx\n\n", Y-b1*X, if b1 < 0 then "-" else "+", abs(b1); |
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25 | |
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26 | data; |
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27 | |
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28 | param: |
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29 | Sample: Sx Sy := |
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30 | 1 0 1 |
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31 | 2 0.5 0.9 |
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32 | 3 1 0.7 |
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33 | 4 1.5 1.5 |
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34 | 5 1.9 2 |
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35 | 6 2.5 2.4 |
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36 | 7 3 3.2 |
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37 | 8 3.5 2 |
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38 | 9 4 2.7 |
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39 | 10 4.5 3.5 |
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40 | 11 5 1 |
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41 | 12 5.5 4 |
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42 | 13 6 3.6 |
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43 | 14 6.6 2.7 |
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44 | 15 7 5.7 |
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45 | 16 7.6 4.6 |
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46 | 17 8.5 6 |
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47 | 18 9 6.8 |
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48 | 19 10 7.3 |
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49 | ; |
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50 | |
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51 | end; |
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