Research Article
Solving the Set Packing Problem via a Maximum Weighted Independent Set Heuristic
Table 2
Comparison of each algorithm on instances with 500 and 1000 variables.
| Instance | Characteristics | CPLEX | GRASP | ACO | EA/G C | DLSWC | Var | Cnst | Density (%) | M_one | Weight | Opt | Best | Avrg | ATET | Best | Avrg | ATET | Best | Avrg | ATET | Best | Avrg | ATET | Hit |
| pb500rand01 | 500 | 2500 | 1.20 | 10 | [1-20] | 323 | 323 | 319.38 | 32.08 | 323 | 319.87 | 154.67 | 323 | 321.31 | 7.03 | 323 | 323 | 1.07 | 16 | pb500rand02 | 500 | 2500 | 1.20 | 10 | [1-1] | 24 | 24 | 23.69 | 25.62 | 24 | 23.06 | 26.67 | 25 | 23.56 | 5.16 | 25 | 25 | 1.58 | 16 | pb500rand03 | 500 | 2500 | 0.70 | 5 | [1-20] | 776 | 772 | 767.63 | 70.33 | 776 | 772.75 | 244.00 | 776 | 771.38 | 10.61 | 776 | 776 | 0.38 | 16 | pb500rand04 | 500 | 2500 | 0.70 | 5 | [1-1] | 61 | 61 | 60.13 | 57.30 | 61 | 60.06 | 69.00 | 62 | 60.38 | 6.06 | 62 | 62 | 0.34 | 16 | pb500rand05 | 500 | 2500 | 2.20 | 20 | [1-20] | 122 | 122 | 121.5 | 15.48 | 122 | 120.62 | 71.00 | 122 | 121.56 | 3.92 | 122 | 122 | 4.71 | 16 | pb500rand06 | 500 | 2500 | 2.20 | 20 | [1-1] | 8 | 8 | 8 | 12.08 | 8 | 7.87 | 99.67 | 8 | 7.88 | 2.27 | 8 | 8 | 4.82 | 16 | pb500rand07 | 500 | 500 | 1.20 | 10 | [1-20] | 1141 | 1141 | 1141 | 13.43 | 1141 | 1141 | 960.00 | 1141 | 1139.94 | 9.64 | 1141 | 1141 | 0.13 | 16 | pb500rand08 | 500 | 500 | 1.20 | 10 | [1-1] | 89 | 89 | 88.25 | 15.80 | 89 | 88.12 | 21.67 | 89 | 88.94 | 4.75 | 89 | 89 | 0.08 | 16 | pb500rand09 | 500 | 500 | 0.70 | 5 | [1-20] | 2236 | 2235 | 2235 | 23.44 | 2236 | 2234.43 | 84.33 | 2236 | 2232.81 | 12.49 | 2236 | 2236 | 0.16 | 16 | pb500rand10 | 500 | 500 | 0.70 | 5 | [1-1] | 179 | 179 | 178.06 | 18.20 | 179 | 178.31 | 44.67 | 179 | 178.56 | 6.12 | 179 | 179 | 0.06 | 16 | pb500rand11 | 500 | 500 | 2.30 | 20 | [1-20] | 424 | 423 | 419.31 | 19.25 | 424 | 418.25 | 37.33 | 424 | 421.56 | 7.92 | 424 | 424 | 1.00 | 16 | pb500rand12 | 500 | 500 | 2.20 | 20 | [1-1] | 33 | 33 | 33 | 11.91 | 33 | 32.62 | 8.00 | 33 | 32.88 | 4.00 | 33 | 33 | 0.53 | 16 | pb500rand13 | 500 | 1500 | 1.20 | 10 | [1-20] | 474 | 474 | 470 | 32.88 | 474 | 468 | 105.00 | 474 | 468.56 | 8.90 | 474 | 474 | 0.51 | 16 | pb500rand14 | 500 | 1500 | 1.20 | 10 | [1-1] | 37 | 37 | 36.94 | 20.77 | 37 | 36.5 | 25.66 | 38 | 36.88 | 4.39 | 38 | 38 | 0.65 | 16 | pb500rand15 | 500 | 1500 | 0.70 | 5 | [1-20] | 1196 | 1196 | 1186.9 | 59.36 | 1196 | 1190.93 | 161.67 | 1196 | 1185.62 | 10.68 | 1196 | 1196 | 0.15 | 16 | pb500rand16 | 500 | 1500 | 0.70 | 5 | [1-1] | 88 | 88 | 86.63 | 36.31 | 88 | 86.12 | 60.67 | 88 | 87 | 5.12 | 88 | 88 | 0.15 | 16 | pb500rand17 | 500 | 1500 | 2.20 | 20 | [1-20] | 192 | 192 | 191.75 | 18.38 | 192 | 188.31 | 57.00 | 192 | 191.38 | 5.55 | 192 | 192 | 2.64 | 16 | pb500rand18 | 500 | 1500 | 2.20 | 20 | [1-1] | 13 | 13 | 13 | 12.03 | 13 | 12.43 | 9.00 | 13 | 12.81 | 2.85 | 13 | 13 | 2.66 | 16 | pb1000rand1 | 1000 | 5000 | 2.60 | 50 | [1-20] | 67 | 67 | 65.5 | 53.50 | 67 | 64 | 117.67 | 67 | 67 | 10.64 | 67 | 67 | 129.66 | 16 | pb1000rand2 | 1000 | 5000 | 2.59 | 50 | [1-1] | 4 | 4 | 3.15 | 39.30 | 4 | 3.81 | 15.00 | 4 | 3.44 | 3.58 | 4 | 4 | 131.08 | 16 | pb1000rand3 | 1000 | 5000 | 0.60 | 10 | [1-20] | 661 | 649 | 639.5 | 221.20 | 661 | 640.5 | 700.67 | 661 | 642.81 | 32.92 | 661 | 661 | 6.41 | 16 | pb1000rand4 | 1000 | 5000 | 0.60 | 10 | [1-1] | 48 | 48 | 46.83 | 149.70 | 47 | 45.06 | 108.33 | 48 | 46.5 | 18.12 | 48 | 48 | 6.29 | 16 | pb1000rand5 | 1000 | 1000 | 2.60 | 50 | [1-20] | 222 | 222 | 217.98 | 64.80 | 222 | 219.62 | 85.67 | 222 | 217.88 | 23.11 | 222 | 222 | 46.62 | 16 | pb1000rand6 | 1000 | 1000 | 2.65 | 50 | [1-1] | 15 | 14 | 13.68 | 41.40 | 15 | 13.37 | 8.00 | 15 | 14.06 | 12.03 | 15 | 15 | 59.52 | 16 | pb1000rand7 | 1000 | 1000 | 0.58 | 10 | [1-20] | 2260 | 2222 | 2214.1 | 119.70 | 2248 | 2239.56 | 296.67 | 2253 | 2242.06 | 44.48 | 2260 | 2259 | 8.66 | 7 | pb1000rand8 | 1000 | 1000 | 0.60 | 10 | [1-1] | 175 | 172 | 170.81 | 82.60 | 173 | 170.5 | 94.00 | 174 | 172.62 | 21.21 | 175 | 175 | 2.93 | 16 | Avrg | | | | | | 418.00 | 415.69 | 413.53 | 48.73 | 417.42 | 414.45 | 141.00 | 417.81 | 414.98 | 10.91 | 418.12 | 418.06 | 15.88 | 15.65 |
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