Genetic_Programming_Theory_and_Practice_XIII

(C. Jardin) #1

96 M.F. Korns


•(T9): yD11:57C.69:113..x 3 x 0 /=.x 2 Cx 4 ///
•(T10): yD206:23C.14:2..x 3 x 1 /=.3:821x 4 ///
•(T11): yD0:23C.19:2..x 3 83:519/=.93:821x 4 ///
•(T12): yD0:283C.64:2..x 3 33:519/=.x 0 x 4 ///
•(T13): yD2:3C.1:13sin.x 2 //
•(T14): yD206:23C.14:2.exp.cos.x 4 ////
•(T15): yD12:3C.2:13cos.x 2 13:526//
•(T16): yD12:3C.2:13tan.95:629=x 2 //
•(T17): yD28:3C.92:13tanh.x 2 x 4 //
•(T18): yD222:13C.0:13tanh.x 2 =x 4 //
•(T19): yD2:3C.6:13sin.x 2 /x 3 /
•(T20): yD2:36C.28:413ln.x 2 /=x 3 /
•(T21): yD21:234C.30:13cos.x 2 /tan.x 4 //
•(T22): yD2:3C.41:93cos.x 2 /=tan.x 4 //
•(T23): yD:913C.62:13ln.x 2 /=square.x 4 //



  • Narrow problems in U 1 (2to3)[25]

  • ..Note: these problems trained on 10,000 examples with 25 features each
    •(T24): yD13:3C.80:23x 2 /C.1:13x 3 /
    •(T25): yD18:163C.95:173=x 2 /C.1:13=x 3 /
    •(T26): yD22:3C.62:13x 2 /C.9:23sin.x 3 //
    •(T27): yD93:43C.71:13tanh.x 3 //C.41:13sin.x 3 //
    •(T28): yD36:1C.3:13x 2 /C.1:13x 3 /C.2:19x 0 /

  • Wide problems in U 1 (5)[25]

  • ..Note: these problems trained on 10,000 examples with 25 features each
    •(T29): yD9:16C.9:16x 24 x 0 /C.19:56x 20 x 21 /C.21:87x 24 x 2 /C
    .17:48x 22 x 23 /C.38:81x 23 x 24 /
    •(T30): yD9:16C.9:16x 24 =x 0 /C.19:56x 20 =x 21 /C.21:87x 24 =x 2 /C
    .17:48x 22 =x 23 /C.38:81x 23 =x 24 /

  • Broad problems in F.x/(5)[3000]

  • ..Note: these problems trained on 5000 examples with 3000 features each

  • ..Note: F.x/Dnoop inv abs sqroot square cube quart exp ln cos sin tan tanh
    •(T31): yD50:63C.63:6cube.x 0 //C.66:54cube.x 1 //C.32:95cube.x 2 //C
    .4:87cube.x 3 //C.46:49cube.x 4 //
    •(T32): yD9:16C.9:16square.x 0 //C.19:56ln.x 123 //C
    .21:87exp.x 254 //C.17:48x 3 /C.38:81x 878 /
    •(T33): yD0:0C.1square.x 0 //C.2square.x 1 //C.3square.x 2 //C
    .4square.x 3 //C.5square.x 4 //
    •(T34): yD65:86C.79:4sin.x 0 //C.45:88cos.x 1 //C
    .2:13tan.x 2 //C.4:6sin.x 3 //C.61:47cos.x 4 //
    •(T35): yD1:57C.1:57=x 923 /C.39:34sin.x 1 //C
    .2:13x 2 /C.46:59cos.x 932 //C.11:54x 4 /
    •(T36): yD50:63C.63:6sqroot.x 0 //C.66:54sqroot.x 1 //C.32:95sqroot.x 2 //C
    .4:87sqroot.x 3 //C.46:49sqroot.x 4 //
    •(T37): yD92:25C.53:53square.2:3x 0 //C.88:26cos.x 1 //C
    .42:11=x 4 /C.29:0cube.x 3 //C.93:6tanh.x 4 //

Free download pdf