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748 lines (685 loc) · 80.1 KB
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Pool size: 10
Fitness function: TrailError*3.5+ValidationError*6.5
Crossover: Diagonal MultiParent Crossover
Mutations: Few elements in the vector will be increased or decreased by 30%,of its value
Now the Genetic Algorithm Starts:
Initial Population along with their Train and Validation errors:
[-1.00000000e+01 4.06805041e+00 -9.00000000e-02 5.40000000e-02
-3.86000158e-07 2.90194445e-07 -6.93409000e-09 -6.00985565e-10
3.48800638e-12 4.55149250e-14 -3.43010018e-15]
Train Error: 257826.0941021769
Validation Error: 264885.0712140418
[-1.00000000e+01 4.56805041e+00 -9.00000000e-02 5.40000000e-02
-3.86000158e-07 2.90194445e-07 -6.93409000e-09 -6.00985565e-10
3.48800638e-12 4.55149250e-14 -4.73010018e-15]
Train Error: 266989.4437587029
Validation Error: 266460.17421922495
[-1.00000000e+01 4.56805041e+00 -8.00000000e-02 6.40000000e-02
-3.86000158e-07 2.90194445e-07 -6.93409000e-09 -6.00985565e-10
3.48800638e-12 4.55149250e-14 -4.73010018e-15]
Train Error: 478224.7057967731
Validation Error: 825746.9821492366
[-1.00000000e+01 4.56805041e+00 -9.00000000e-02 5.40000000e-02
-3.86000158e-10 2.90194445e-07 -6.93409000e-09 -7.00985565e-10
3.48800638e-12 4.55149250e-14 -4.73010018e-15]
Train Error: 273306.0347546765
Validation Error: 264673.2173231084
[-1.00000000e+01 5.96805041e+00 -5.00000000e-02 5.40000000e-02
-3.86000158e-10 2.90194445e-07 -6.93409000e-09 -7.00985565e-10
3.48800638e-12 4.55149250e-14 -4.73010018e-15]
Train Error: 249484.2052262219
Validation Error: 297604.9200304722
[-1.00000000e+01 4.06805041e+00 -9.00000000e-02 5.40000000e-02
-3.86000158e-07 2.90194445e-07 -6.93409000e-09 -7.00985565e-10
3.48800638e-12 4.55149250e-14 -4.73010018e-15]
Train Error: 275872.7386336573
Validation Error: 261473.12526201326
[-1.00000000e+01 4.56805041e+00 -9.00000000e-02 5.40000000e-02
-3.86000158e-07 2.90194445e-07 -6.93409000e-09 -7.00985565e-10
3.48800638e-12 4.55149250e-14 -3.43010018e-15]
Train Error: 262750.47325377504
Validation Error: 266834.2598933033
[-1.00000000e+01 4.56805041e+00 -9.00000000e-02 5.40000000e-02
-3.86000158e-10 2.90194445e-07 -6.93409000e-09 -6.00985565e-10
3.48800638e-12 4.55149250e-14 -4.73010018e-15]
Train Error: 266606.03895383736
Validation Error: 266682.90541142126
[-1.00000000e+01 4.56805041e+00 -9.00000000e-02 5.40000000e-02
-3.86000158e-10 2.90194445e-07 -6.93409000e-09 -6.00985565e-10
3.48800638e-12 4.55149250e-14 -4.73010018e-15]
Train Error: 266606.03895383736
Validation Error: 266682.90541142126
[-1.00000000e+01 5.96805041e+00 -5.00000000e-02 5.40000000e-02
-3.86000158e-07 2.90194445e-07 -6.93409000e-09 -6.00985565e-10
3.48800638e-12 4.55149250e-14 -4.73010018e-15]
Train Error: 245026.22648540087
Validation Error: 302453.14251536806
After applying the fitness function,the vectors selected for crossover are:
[-1.00000000e+01 4.06805041e+00 -9.00000000e-02 5.40000000e-02
-3.86000158e-07 2.90194445e-07 -6.93409000e-09 -6.00985565e-10
3.48800638e-12 4.55149250e-14 -3.43010018e-15]
[-1.00000000e+01 4.56805041e+00 -9.00000000e-02 5.40000000e-02
-3.86000158e-07 2.90194445e-07 -6.93409000e-09 -7.00985565e-10
3.48800638e-12 4.55149250e-14 -3.43010018e-15]
[-1.00000000e+01 4.06805041e+00 -9.00000000e-02 5.40000000e-02
-3.86000158e-07 2.90194445e-07 -6.93409000e-09 -7.00985565e-10
3.48800638e-12 4.55149250e-14 -4.73010018e-15]
[-1.00000000e+01 4.56805041e+00 -9.00000000e-02 5.40000000e-02
-3.86000158e-07 2.90194445e-07 -6.93409000e-09 -6.00985565e-10
3.48800638e-12 4.55149250e-14 -4.73010018e-15]
[-1.00000000e+01 4.56805041e+00 -9.00000000e-02 5.40000000e-02
-3.86000158e-10 2.90194445e-07 -6.93409000e-09 -6.00985565e-10
3.48800638e-12 4.55149250e-14 -4.73010018e-15]
The vectors obtained after performing the crossover are:
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
The vectors obtained after performing Mutation are:
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.5787828651429106e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10.0, 4.06805041404064, 9.917883087222988, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 3.234428829536415e-14, -4.730100176902565e-15]
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, 9.999999991238273, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, 9.99999953950192, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, 9.999999994569317, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 1 along with the Train and Validation errors are:
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 257826.0941021769
Validation Error: 264885.0712140418
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.5787828651429106e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 262425.06247503473
Validation Error: 266999.98774745304
[-10.0, 4.06805041404064, 9.917883087222988, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
Train Error: 151605946.9501322
Validation Error: 211537466.60071978
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 3.234428829536415e-14, -4.730100176902565e-15]
Train Error: 268976.4115574373
Validation Error: 266112.1650088568
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, 9.999999991238273, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
Train Error: 2.655525824214471e+21
Validation Error: 3.6425919774558147e+21
[-10, 4.06805041404064, -0.09, 0.054, 9.99999953950192, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
Train Error: 608242227626603.0
Validation Error: 829483396295249.2
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 256369.8904585566
Validation Error: 268949.1424314211
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, 9.999999994569317, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 2.655525828951525e+21
Validation Error: 3.642591983419972e+21
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
Train Error: 273306.0347546765
Validation Error: 264673.2173231084
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
Train Error: 273696.09512106143
Validation Error: 264464.8918787833
After applying the fitness function,the vectors selected for crossover are:
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.5787828651429106e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 3.234428829536415e-14, -4.730100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
The vectors obtained after performing the crossover are:
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.5787828651429106e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 3.234428829536415e-14, -4.730100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.5787828651429106e-12, 3.234428829536415e-14, -4.730100176902565e-15]
The vectors obtained after performing Mutation are:
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, 9.88454554233932, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.5787828651429106e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10.0, 5.224243062255178, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 3.234428829536415e-14, -4.730100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, 9.999999999999996]
[-10, 4.56805041404064, -0.09, 0.054, 9.999999999518518, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.5787828651429106e-12, 3.234428829536415e-14, -4.730100176902565e-15]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 2 along with the Train and Validation errors are:
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 257826.0941021769
Validation Error: 264885.0712140418
[-10, 4.56805041404064, 9.88454554233932, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 151293302.0492265
Validation Error: 211513530.11083817
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.5787828651429106e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 262425.06247503473
Validation Error: 266999.98774745304
[-10.0, 5.224243062255178, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 3.234428829536415e-14, -4.730100176902565e-15]
Train Error: 267387.38906355284
Validation Error: 271741.380324218
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
Train Error: 273306.0347546765
Validation Error: 264673.2173231084
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
Train Error: 268557.83506200265
Validation Error: 262638.9295665032
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 262750.47325377504
Validation Error: 266834.2598933033
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, 9.999999999999996]
Train Error: 5.664992909076669e+34
Validation Error: 7.839362438272208e+34
[-10, 4.56805041404064, -0.09, 0.054, 9.999999999518518, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 608243760771693.0
Validation Error: 829485860978166.2
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.5787828651429106e-12, 3.234428829536415e-14, -4.730100176902565e-15]
Train Error: 275612.51598035893
Validation Error: 264635.2370029999
After applying the fitness function,the vectors selected for crossover are:
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.5787828651429106e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
The vectors obtained after performing the crossover are:
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.5787828651429106e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.5787828651429106e-12, 4.551492499340711e-14, -3.430100176902565e-15]
The vectors obtained after performing Mutation are:
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.5787828651429106e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, 9.883949941782964, 0.053421847434506564, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, 9.999999999222469, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.5787828651429106e-12, 4.551492499340711e-14, -3.430100176902565e-15]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 3 along with the Train and Validation errors are:
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 257826.0941021769
Validation Error: 264885.0712140418
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
Train Error: 268557.83506200265
Validation Error: 262638.9295665032
[-10.0, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.5787828651429106e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 262425.06247503473
Validation Error: 266999.98774745304
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 263331.99273330695
Validation Error: 262882.1493304193
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
Train Error: 273306.0347546765
Validation Error: 264673.2173231084
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
Train Error: 275872.7386336573
Validation Error: 261473.12526201326
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 266874.7355259946
Validation Error: 261369.67796194745
[-10, 4.56805041404064, 9.883949941782964, 0.053421847434506564, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, 9.999999999222469, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
Train Error: 5.655698568580593e+24
Validation Error: 7.756828741070843e+24
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 256043.18950705044
Validation Error: 269249.64334088156
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.5787828651429106e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 262425.06247503473
Validation Error: 266999.98774745304
After applying the fitness function,the vectors selected for crossover are:
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
The vectors obtained after performing the crossover are:
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
The vectors obtained after performing Mutation are:
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, 9.896302366626978, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 4.115630069450202, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, 9.999999991037791, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 4.56805041404064, 9.904046932648836, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 4 along with the Train and Validation errors are:
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 257826.0941021769
Validation Error: 264885.0712140418
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 263331.99273330695
Validation Error: 262882.1493304193
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 266874.7355259946
Validation Error: 261369.67796194745
[-10, 4.56805041404064, 9.896302366626978, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 151678201.16589427
Validation Error: 212037358.09662414
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
Train Error: 268557.83506200265
Validation Error: 262638.9295665032
[-10, 4.115630069450202, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -4.730100176902565e-15]
Train Error: 268389.0911343567
Validation Error: 262976.65602319024
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, 9.999999991037791, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 2.6555258270597403e+21
Validation Error: 3.642591980728195e+21
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 257325.46255341196
Validation Error: 262282.8005681098
[-10, 4.56805041404064, 9.904046932648836, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 151838105.70863706
Validation Error: 212102381.92907587
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 264814.92910669144
Validation Error: 263599.6667118758
After applying the fitness function,the vectors selected for crossover are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
The vectors obtained after performing the crossover are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10.0, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
The vectors obtained after performing Mutation are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10.0, 4.06805041404064, -0.09, 0.054, 9.999999716529322, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, 9.999999994671656, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.05440952247036937, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, 9.999999999375225, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 5 along with the Train and Validation errors are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 257325.46255341196
Validation Error: 262282.8005681098
[-10.0, 4.06805041404064, -0.09, 0.054, 9.999999716529322, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 608243719632798.2
Validation Error: 829485442441146.4
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 263331.99273330695
Validation Error: 262882.1493304193
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 266874.7355259946
Validation Error: 261369.67796194745
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, 9.999999994671656, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 2.655525828568746e+21
Validation Error: 3.6425919829094983e+21
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 266874.7355259946
Validation Error: 261369.67796194745
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 262936.1452790509
Validation Error: 263434.99134030147
[-10, 3.9779007939552233, -0.09, 0.05440952247036937, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 254635.66861558642
Validation Error: 270005.2109349746
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, 9.999999999375225, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 5.655698562631456e+24
Validation Error: 7.75682871886089e+24
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 264481.3136603235
Validation Error: 263871.4329886568
After applying the fitness function,the vectors selected for crossover are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
The vectors obtained after performing the crossover are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
The vectors obtained after performing Mutation are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, 9.999999991756177, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, 9.999999994584153, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 4.06805041404064, 9.930324041943525, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, 9.999999992838992, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 6 along with the Train and Validation errors are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 257325.46255341196
Validation Error: 262282.8005681098
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 263331.99273330695
Validation Error: 262882.1493304193
[-10, 4.06805041404064, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, 9.999999991756177, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 2.6555258271348315e+21
Validation Error: 3.6425919808750286e+21
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, 9.999999994584153, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 2.6555258284477383e+21
Validation Error: 3.642591982297373e+21
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 266874.7355259946
Validation Error: 261369.67796194745
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 266874.7355259946
Validation Error: 261369.67796194745
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 263331.99273330695
Validation Error: 262882.1493304193
[-10, 4.06805041404064, 9.930324041943525, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, 9.999999992838992, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 2.655527047124052e+21
Validation Error: 3.6425936445768645e+21
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 264882.7732297541
Validation Error: 261049.87999134217
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 266540.9049341538
Validation Error: 261629.53849237663
After applying the fitness function,the vectors selected for crossover are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
The vectors obtained after performing the crossover are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
The vectors obtained after performing Mutation are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, 9.999999999127908, 3.488006383229681e-12, 5.632216143821643e-14, 9.999999999999996]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 6.889746295184073e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, 9.999999632735223, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, 9.999999999566818, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 7 along with the Train and Validation errors are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 257325.46255341196
Validation Error: 262282.8005681098
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 264882.7732297541
Validation Error: 261049.87999134217
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, 9.999999999127908, 3.488006383229681e-12, 5.632216143821643e-14, 9.999999999999996]
Train Error: 5.66501799183971e+34
Validation Error: 7.839371639063096e+34
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 6.889746295184073e-14, -3.430100176902565e-15]
Train Error: 261194.20754367113
Validation Error: 262757.2901200078
[-10, 3.652604742198756, -0.09, 0.054, 9.999999632735223, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 608243531272635.1
Validation Error: 829484746209518.4
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 4.551492499340711e-14, -3.430100176902565e-15]
Train Error: 266874.7355259946
Validation Error: 261369.67796194745
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 264882.7732297541
Validation Error: 261049.87999134217
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 259250.57594510703
Validation Error: 259547.59930656757
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 263331.99273330695
Validation Error: 262882.1493304193
[-10, 3.652604742198756, -0.09, 0.054, 9.999999999566818, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 608243623137394.5
Validation Error: 829484870290796.6
After applying the fitness function,the vectors selected for crossover are:
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 6.889746295184073e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
The vectors obtained after performing the crossover are:
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 6.889746295184073e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 6.889746295184073e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
The vectors obtained after performing Mutation are:
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.7208596021111755, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.993671417746444e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 6.889746295184073e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.8542104458935675e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 8.30822849717327e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 8 along with the Train and Validation errors are:
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 259250.57594510703
Validation Error: 259547.59930656757
[-10, 3.7208596021111755, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.993671417746444e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 255330.97130684098
Validation Error: 263683.74449184455
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 6.889746295184073e-14, -3.430100176902565e-15]
Train Error: 261194.20754367113
Validation Error: 262757.2901200078
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 264882.7732297541
Validation Error: 261049.87999134217
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 264882.7732297541
Validation Error: 261049.87999134217
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.8542104458935675e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 265301.98308820237
Validation Error: 260067.90145851905
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 264882.7732297541
Validation Error: 261049.87999134217
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 256495.759459307
Validation Error: 264378.0174205344
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 8.30822849717327e-14, -3.430100176902565e-15]
Train Error: 250979.1062637122
Validation Error: 263931.39414651983
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 264882.7732297541
Validation Error: 261049.87999134217
After applying the fitness function,the vectors selected for crossover are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 8.30822849717327e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.7208596021111755, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.993671417746444e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.8542104458935675e-12, 5.632216143821643e-14, -3.430100176902565e-15]
The vectors obtained after performing the crossover are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 8.30822849717327e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.7208596021111755, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.993671417746444e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.8542104458935675e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.8542104458935675e-12, 8.30822849717327e-14, -3.430100176902565e-15]
[-10, 3.7208596021111755, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.993671417746444e-12, 5.632216143821643e-14, -3.430100176902565e-15]
The vectors obtained after performing Mutation are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 8.30822849717327e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.7208596021111755, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.993671417746444e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, 9.999999993320603, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.8542104458935675e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 6.298571399688495e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.960782223257285e-12, 8.30822849717327e-14, -3.430100176902565e-15]
[-10, 3.7208596021111755, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, 9.99999999950811, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 2.9348531987546642e-12, 5.632216143821643e-14, 9.999999999999998]
============================================================================================
============================================================================================
Next Generation
Initial population of Generation 9 along with the Train and Validation errors are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 8.30822849717327e-14, -3.430100176902565e-15]
Train Error: 250979.1062637122
Validation Error: 263931.39414651983
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 259250.57594510703
Validation Error: 259547.59930656757
[-10, 3.7208596021111755, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.993671417746444e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 255330.97130684098
Validation Error: 263683.74449184455
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, 9.999999993320603, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 2.655525828386665e+21
Validation Error: 3.6425919824807775e+21
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.8542104458935675e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 265301.98308820237
Validation Error: 260067.90145851905
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 6.298571399688495e-14, -3.430100176902565e-15]
Train Error: 256614.78148246516
Validation Error: 262072.83292441483
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.960782223257285e-12, 8.30822849717327e-14, -3.430100176902565e-15]
Train Error: 260035.55549615348
Validation Error: 259483.61559095993
[-10, 3.7208596021111755, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 254691.0695227731
Validation Error: 263938.9699529066
[-10, 3.9779007939552233, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, 9.99999999950811, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 5.655698562822007e+24
Validation Error: 7.75682871912245e+24
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 2.9348531987546642e-12, 5.632216143821643e-14, 9.999999999999998]
Train Error: 5.664992909076672e+34
Validation Error: 7.839362438272209e+34
After applying the fitness function,the vectors selected for crossover are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 8.30822849717327e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.960782223257285e-12, 8.30822849717327e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 6.298571399688495e-14, -3.430100176902565e-15]
[-10, 3.7208596021111755, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 5.632216143821643e-14, -3.430100176902565e-15]
The vectors obtained after performing the crossover are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 8.30822849717327e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.960782223257285e-12, 8.30822849717327e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 6.298571399688495e-14, -3.430100176902565e-15]
[-10, 3.7208596021111755, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 8.30822849717327e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 8.30822849717327e-14, -3.430100176902565e-15]
[-10, 3.7208596021111755, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.960782223257285e-12, 6.298571399688495e-14, -3.430100176902565e-15]
The vectors obtained after performing Mutation are:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 8.30822849717327e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.960782223257285e-12, 8.30822849717327e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 6.298571399688495e-14, -3.430100176902565e-15]
[-10, 3.7208596021111755, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 2.7308750808624227, -0.09, 0.054, -3.86000157715883e-07, 2.3383122508579736e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 8.30822849717327e-14, -3.430100176902565e-15]
[-10, 2.7086115726232505, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, 9.999999999254953, 4.278003068394959e-12, 5.632216143821643e-14, -3.430100176902565e-15]
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 8.30822849717327e-14, -3.430100176902565e-15]
[-10, 3.7208596021111755, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.960782223257285e-12, 6.298571399688495e-14, -3.430100176902565e-15]
============================================================================================
============================================================================================
Now the iterations are completed(i.e 10 iterations are completed), and below are the resulted vectors along with Train and Validation errors:
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 8.30822849717327e-14, -3.430100176902565e-15]
Train Error: 250979.1062637122
Validation Error: 263931.39414651983
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 259250.57594510703
Validation Error: 259547.59930656757
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.960782223257285e-12, 8.30822849717327e-14, -3.430100176902565e-15]
Train Error: 260035.55549615348
Validation Error: 259483.61559095993
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 6.298571399688495e-14, -3.430100176902565e-15]
Train Error: 256614.78148246516
Validation Error: 262072.83292441483
[-10, 3.7208596021111755, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 254691.0695227731
Validation Error: 263938.9699529066
[-10, 2.7308750808624227, -0.09, 0.054, -3.86000157715883e-07, 2.3383122508579736e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 263844.02420173533
Validation Error: 256234.41664932872
[-10, 3.27090410488955, -0.09, 0.054, -3.86000157715883e-10, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 4.278003068394959e-12, 8.30822849717327e-14, -3.430100176902565e-15]
Train Error: 251997.73377160548
Validation Error: 261345.83498056038
[-10, 2.7086115726232505, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, 9.999999999254953, 4.278003068394959e-12, 5.632216143821643e-14, -3.430100176902565e-15]
Train Error: 5.655698562388945e+24
Validation Error: 7.756828718524242e+24
[-10, 3.652604742198756, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -6.00985565299179e-10, 3.488006383229681e-12, 8.30822849717327e-14, -3.430100176902565e-15]
Train Error: 253630.93897011038
Validation Error: 262467.83414375957
[-10, 3.7208596021111755, -0.09, 0.054, -3.86000157715883e-07, 2.901944449494161e-07, -6.93409e-09, -7.00985565299179e-10, 3.960782223257285e-12, 6.298571399688495e-14, -3.430100176902565e-15]
Train Error: 261678.10267706268
Validation Error: 262083.98007741454