=============================================== Simple Bayesian Optimization Algorithm in C++ Version 1.0 (Released in March 1999) Copyright (c) 1999 Martin Pelikan Author: Martin Pelikan----------------------------------------------- Parameter values from: input.3deceptive.60===============================================Parameter Values:Description                                                Identifier                 Type       Value   ----------------------------------------------------------------------------------------------------------------Size of the population                                     populationSize             long       2100The number of parents to select (% from population)        parentsPercentage          float      50.000000Size of offspring to create (% from population)            offspringPercentage        float      50.000000Number of fitness function to use                          fitnessFunction            int        0 (Fitness-3 DECEPTIVE)Size of the problem (of one dimension)                     problemSize                int        60Maximal Number of Generations to Perform                   maxNumberOfGenerations     long       60Maximal Number of Fitness Calls (-1 when unbounded)        maxFitnessCalls            long       -1Termination threshold for the univ. freq. (-1 is ignore)   epsilon                    float      0.010000Stop if the optimum was found?                             stopWhenFoundOptimum       char       0 (No)Percentage of opt. and nonopt. ind. threshold (-1 is ignore) maxOptimal                 float      -1.000000Maximal number of incoming edges in dep. graph for the BOA maxIncoming                int        2Wait for enter after printing out generation statistics?   pause                      char       0Output file name                                           outputFile                 char*      output.3deceptive.60Threshold for guidance (closeness to 0,1)                  guidanceThreshold          float      0.300000Random Seed                                                randSeed                   long       123--------------------------------------------------------Generation                   : 0Fitness evaluations          : 2100Fitness (max/avg/min)        : (16.299999 10.753429 4.200000)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 000000100111010000111010111011000001001011111111000111000000--------------------------------------------------------Generation                   : 1Fitness evaluations          : 3150Fitness (max/avg/min)        : (16.600000 12.096762 5.700000)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 010010010111100110001100111001111100000001001111001111000111--------------------------------------------------------Generation                   : 2Fitness evaluations          : 4200Fitness (max/avg/min)        : (17.500000 13.167429 6.700000)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 010000010111010111000111000111100100001100111100000001100000--------------------------------------------------------Generation                   : 3Fitness evaluations          : 5250Fitness (max/avg/min)        : (18.499998 14.223143 8.800001)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 111010000111111111111111111100010001000111111100111111010000--------------------------------------------------------Generation                   : 4Fitness evaluations          : 6300Fitness (max/avg/min)        : (18.499998 15.190762 10.200001)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 111010000111111111111111111100010001000111111100111111010000--------------------------------------------------------Generation                   : 5Fitness evaluations          : 7350Fitness (max/avg/min)        : (18.500000 16.004429 12.300000)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 001111100001000111111000111111111111000111100010111111000000--------------------------------------------------------Generation                   : 6Fitness evaluations          : 8400Fitness (max/avg/min)        : (18.500000 16.703381 13.000000)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 111000000000111001111111001100111111000111111010000111001111--------------------------------------------------------Generation                   : 7Fitness evaluations          : 9450Fitness (max/avg/min)        : (18.699997 17.274809 14.600000)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 111111001111000111111111111111111000010100000000000111111001--------------------------------------------------------Generation                   : 8Fitness evaluations          : 10500Fitness (max/avg/min)        : (18.800001 17.669714 16.000000)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 000111000111111000111111000111111111010010000100111111000111--------------------------------------------------------Generation                   : 9Fitness evaluations          : 11550Fitness (max/avg/min)        : (19.400000 17.934333 16.800001)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 000111111111111000111000111111111000111111000111111000111111--------------------------------------------------------Generation                   : 10Fitness evaluations          : 12600Fitness (max/avg/min)        : (19.400000 18.167428 17.000000)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 000111111111111000111000111111111000111111000111111000111111--------------------------------------------------------Generation                   : 11Fitness evaluations          : 13650Fitness (max/avg/min)        : (19.400000 18.389095 17.300001)Percentage of optima in pop. : 0.00Population bias              : ............................................................Best solution in the pop.    : 000111111111111000111000111111111000111111000111111000111111--------------------------------------------------------Generation                   : 12Fitness evaluations          : 14700Fitness (max/avg/min)        : (19.500000 18.598237 17.600000)Percentage of optima in pop. : 0.00Population bias              : .1.................................................1........Best solution in the pop.    : 000111111111000000111000111111111111111111111111111111111000--------------------------------------------------------Generation                   : 13Fitness evaluations          : 15750Fitness (max/avg/min)        : (19.700001 18.793094 17.699999)Percentage of optima in pop. : 0.00Population bias              : 111...........................11...................111......Best solution in the pop.    : 111111111111111111111010000111111111111111111111111111111111--------------------------------------------------------Generation                   : 14Fitness evaluations          : 16800Fitness (max/avg/min)        : (19.700001 18.983952 17.900000)Percentage of optima in pop. : 0.00Population bias              : 111.1.111111......1.1.........111111...............111111...Best solution in the pop.    : 111111111111111111111010000111111111111111111111111111111111--------------------------------------------------------Generation                   : 15Fitness evaluations          : 17850Fitness (max/avg/min)        : (19.900000 19.156523 18.299997)Percentage of optima in pop. : 0.00Population bias              : 111111111111.1..11111.........111111............11.111111...Best solution in the pop.    : 111111111111111111111111111111111111000111111111111111111111--------------------------------------------------------Generation                   : 16Fitness evaluations          : 18900Fitness (max/avg/min)        : (19.900000 19.319761 18.600000)Percentage of optima in pop. : 0.00Population bias              : 11111111111111.111111...111...111111.11111......111111111...Best solution in the pop.    : 111111111111111111111111111111111111000111111111111111111111--------------------------------------------------------Generation                   : 17Fitness evaluations          : 19950Fitness (max/avg/min)        : (20.000000 19.452523 18.400000)Percentage of optima in pop. : 0.10Population bias              : 111111111111111111111...1111..111111.11111......111111111111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111--------------------------------------------------------Generation                   : 18Fitness evaluations          : 21000Fitness (max/avg/min)        : (20.000000 19.584047 18.999998)Percentage of optima in pop. : 0.24Population bias              : 111111111111111111111...1111111111111111111111..111111111111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111--------------------------------------------------------Generation                   : 19Fitness evaluations          : 22050Fitness (max/avg/min)        : (20.000000 19.688095 19.099998)Percentage of optima in pop. : 0.95Population bias              : 111111111111111111111...1111111111111111111111..111111111111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111--------------------------------------------------------Generation                   : 20Fitness evaluations          : 23100Fitness (max/avg/min)        : (20.000000 19.775952 19.299999)Percentage of optima in pop. : 3.76Population bias              : 111111111111111111111111111111111111111111111111111111111111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111--------------------------------------------------------Generation                   : 21Fitness evaluations          : 24150Fitness (max/avg/min)        : (20.000000 19.850809 19.499998)Percentage of optima in pop. : 11.76Population bias              : 111111111111111111111111111111111111111111111111111111111111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111--------------------------------------------------------Generation                   : 22Fitness evaluations          : 25200Fitness (max/avg/min)        : (20.000000 19.921904 19.299999)Percentage of optima in pop. : 31.57Population bias              : 111111111111111111111111111111111111111111111111111111111111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111--------------------------------------------------------Generation                   : 23Fitness evaluations          : 26250Fitness (max/avg/min)        : (20.000000 19.962714 19.600000)Percentage of optima in pop. : 65.10Population bias              : 111111111111111111111111111111111111111111111111111111111111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111--------------------------------------------------------Generation                   : 24Fitness evaluations          : 27300Fitness (max/avg/min)        : (20.000000 20.000000 20.000000)Percentage of optima in pop. : 100.00Population bias              : 111111111111111111111111111111111111111111111111111111111111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111=================================================================FINAL STATISTICSTermination reason           : Bit convergence (with threshold epsilon)Generations performed        : 24Fitness evaluations          : 27300Fitness (max/avg/min)        : (20.000000 20.000000 20.000000)Percentage of optima in pop. : 100.00Population bias              : 111111111111111111111111111111111111111111111111111111111111Best solution in the pop.    : 111111111111111111111111111111111111111111111111111111111111The End.