Best generalizing solutions found by GP-GOMEA with IMS g = 8

Best generalizing solutions found by GP-GOMEA with IMS g = 8

L is the solution size limit. Coefficients a and b are the translation and scaling coefficients of the linear scaling method respectively. The operator aq is the analytic quotient operator.

L = 15

  • Air ((((12847.268401+x0)aq(x2 * x0))-((x3+2826.280940)aq(x4 * x1)))aq(((x4 * x2) * (x0 * x0))+((10341.262263-x3)+(11766.231941 * x2)))) [a=109.424095 b=-94.915818]
  • Bos (((x5 * x5)aq(x0+x10))+((x10aqx7)aq(x4 * x12))) [a=1.992102 b=6.767211]
  • Con ((((x1+x0)+(x2-x3))aq((x1aqx4)aq(x3-x7)))+(((x1-x4)+(553.468704-x3))aq((62.970183aqx7) * (x3aqx0)))) [a=-1.176643 b=0.084440]
  • Dow (((x48-x15) * (x46-x0))-((x6 * x37)-(x53 * x41))) [a=-6.417973 b=0.000139]
  • EnC ((((676.083300+675.325384)aq(x2-347.898759))+((x2 * x4)aq(x6-x0)))aq(((x2+x4)+(21.971506 * x0))+((484.071861+x4)aq(x1-605.500954)))) [a=-8.498946 b=7.735655]
  • EnH (((x2 * x4) * (x0+x6))+((x4 * 185.943722)aq(x2-341.713603))) [a=1.561977 b=0.011168]
  • Tow (((x22aqx19) * (x5+x0))aq((x0 * x19) * (x15-x12))) [a=-943.422045 b=1970384.064015]
  • WiR (((x8 * x9)-(x10aqx1)) * (x9 * (55.386370aqx9))) [a=3.518683 b=-0.010037]
  • WiW (((x1aqx1) * (12.169781-x10))+((x0+x1)aq(x3+x5))) [a=6.700237 b=-1.239514]
  • Yac ((((x5 * x5) * (x5 * x5))aq((x5-x1) * (x2+3.846818))) * (((x5+0.092083) * (x1 * x5))aq((0.454000aqx0) * (x1-x0)))) [a=0.568685 b=14190.751389]

L = 31

  • Air ((((x0 * x4)aq(x4 * x0))aq((x2+x1)aq(x2 * x0)))aq(((x2aqx2) * (x4 * x0))aq((x2+x3)aq(x0aqx3)))) [a=111.067001 b=20.926388]
  • Bos ((((x5 * x5)-(x0-x12))+((394.941091+x8)aq(x7 * x5)))aq(((x10 * x4) * (x4+x12))+((x10-x8)+85.153586))) [a=-1.265883 b=70.736638]
  • Con ((((x1+x0)+(x2-x3))aq((x1aqx4)aq(x3-x7)))+(((x1-x4)+(553.468704-x3))aq((62.970183aqx7) * (x3aqx0)))) [a=-1.176643 b=0.084440]
  • Dow ((((x41 * x53) * (x28aqx34))-((x45 * x15)-(x30 * x48))) * (((x47-17900.112557)+(x35-x51))-((x46aqx55)+(x48aqx4)))) [a=-9.305003 b=-0.000000]
  • EnC ((((x4aqx0)aq(x0-x6))+(x0aq(343.936910-x2)))aq(((394.766107+x3)aq(602.862249-x1))aq((x2-328.450440)-(78.934457 * x0)))) [a=-11.689353 b=10.279475]
  • EnH ((((449.648278 * x4)aq(x6-x0))aq((x4+x0)aq(602.018635-x1))) * ((204.891565+(x3aqx6))-((18.813427+x4)aq(736.854933 * x7)))) [a=-32.826998 b=0.000077]
  • Tow ((((x11aqx15) * (662.766209+x20))+((x4+x11)+(x11-x0)))-(((x22 * x5)aqx0)+((x14-x11)-(x11-x22)))) [a=4668.492658 b=-3.556094]
  • WiR (x8-(((x10+x1)aq(x9+x4)) * ((5.216269aqx9) * (x9aqx1)))) [a=3.279125 b=-0.127689]
  • WiW ((((x1 * x0)-(x10+x1))aq((x0+x8)aq(x3+x5)))aq(((x6aqx9)-(x10 * x3))aq((x10+403.940671)-(x5+x5)))) [a=2.845022 b=-0.367945]
  • Yac ((((x5 * x5)aq(x4 * x1))aq((x2 * x1)aq(x1aqx0))) * (((x5+0.301603) * (x5 * x5)) * ((x5 * x4) * (x5 * x5)))) [a=0.733127 b=33004.401150]

L = 63

  • Air (((((x4 * 19393.261829)+(x0-x3))-((13301.851104 * x2)+(x3 * x3)))+(((8196.627520aqx2)-(15023.492908+19954.910763))aq((x4 * x2) * (x3-x0))))aq((((2224.125723aqx2)aq(x0+x0))aq((14702.847951 * x4) * (x1 * x4)))-(((x2 * x3)-(x1+x1))aq((x2+x4) * (x0-x3))))) [a=112.273365 b=-0.000837]
  • Bos (((((x9-x11)aq(x4-x2))+((x11aqx4)+(x9aqx8)))-(((x9+x9)+(x3 * x9))aq((x12 * x7)+(x3-x12))))+((((x12+x9)-x12)+((x0aqx12)-(x9+x5))) * (((x5 * x11)aq(x12+x10))-((x12 * x4)+(x0+x0))))) [a=19.132202 b=-0.028043]
  • Con (((((1052.722755 * 336.777884)+(x1 * x0))aq((x7 * x0)aq(1108.112110+x5)))-(((904.301075-x5)-(x1-x7)) * ((749.199049-x6)-(x4 * 9.999207))))+((((x3-x5)+(x7-x6)) * ((x1+x7)+(x2+x0)))+(((x7 * x6)aq(x0 * x4))+((x2 * x3)+(x3 * x2))))) [a=-6.520110 b=-0.000084]
  • Dow (((((x41-x31) * (x44+x43))aq((x50 * x32)aq(x43 * x34))) * (((x47aqx28) * (x42+x42))-((x28-x35)+(x44+x4))))+((((x48-x15) * (6439.207846-x6)) * ((x28aqx36)+(x46-x37)))-(((x4-x5) * (x50+x48)) * ((x42-x34)+(x49aqx4))))) [a=-9.830034 b=0.000000]
  • EnC (((((x6 * 392.361072)+(x2+145.770845)) * x4)+(((489.070561+x7)aq(119.539671-x3))+((559.025853 * x4)aq(x2-339.816423))))-((((649.832993 * x6)-(x3-x1))-((x3-x1)aq(x7 * x1)))aq((x4 * (x4aqx3)) * ((324.841978+x2)-(496.417302+x3))))) [a=2.484909 b=0.007323]
  • EnH (((((529.121897-x3)+(x2-x3))aq((x1-612.755346) * (x7aqx7)))-((x2aq(x2-340.046855)) * x4))-((((x2 * x4)-(x1+x1))-((x7-292.568827) * (x6 * x4)))-(((671.252214+x4)aq(x6+x6))aq((393.752961-x1)+(412.668665-x2))))) [a=14.691703 b=-0.010379]
  • Tow (((((544.429704-x11)aqx0)+((x13-x8)aq(x15-x5)))aq(((x22-x11)-(x11aqx3))+((x22-x20)+(x14-x11)))) * ((((x5 * 251.687658)-(540.123446+542.545207))-((x11 * x9)aq(x21-x22)))+(((x6 * x16)+(x18 * 458.977674))aq((x1-x5)aq(x3-x0))))) [a=-721.689246 b=0.501822]
  • WiR (((((x0 * x4)-(x9 * 11.001440))+(x1 * (x4+x8))) * (((x10aqx9) * (23.853666aqx8)) * ((x7-x9)+(x10-x1))))aq((((x5 * x1)-(x1+51.300874))+((x7aqx1)-92.908516))-(((x9+x8)-(x6aqx10))+((x2+x9) * (x9 * x6))))) [a=4.430270 b=-0.068529]
  • WiW (((((x4 * x6)+(x1 * x5))-((x3-x10)aq(x2 * x10)))-(((x9 * 23.881715)+(277.356555aqx10))aq((x10 * x1)-(x4 * 13.002368))))+((((x0-329.018119)aq(x5+x7)) * ((x4-x4)+(x5-x7))) * (((x10aq319.855434) * (x10 * x5))aq((x0aqx3)+(x5+x7))))) [a=3.764797 b=-0.022421]
  • Yac (((((x5 * x5) * (x5 * x5)) * ((x5 * 0.069067) * (x5 * x5)))aq(((x1 * x1) * (x2+1.994634))-((x0aqx4)aq(0.837987-x0))))aq((((4.228337-x5)aq(x5+x5))aq((x2aqx3) * (x5aqx1)))aq(((x1aqx1)-x5) * ((x0 * x5)+(x3+x0))))) [a=0.663055 b=1379215.327980]
Marco Virgolin
Marco Virgolin
Junior Researcher on Explainable AI and Evolutionary Machine Learning