protein-easy.md

The overall comparison on optimization performance among all baselines in our Repo. For each problem in Protein-Docking easy suites, we test each algorithms for $51$ independent runs and average the test results for presentation. ''Obj'' (smaller is better) indicates the final global best value. ''Gap'' (smaller is better) is the optimization gap away from the SOTA optimizer, which is CMA-ES algorithm in this paper. ''FEs'' indicates how many function evaluations an optimizer takes to get the ''Obj''. Under the consideration of runtime, we assign BayesianOptimizer 100 FEs. For RNN-OI, we also set the maxFEs to 100 respecting the original paper. Therefore, their ''FEs'' and ''Gap'' are not comparable.

Problem

1R0R_1

1R0R_2

1R0R_3

1R0R_4

1R0R_5

1R0R_6

1R0R_7

1R0R_8

1R0R_9

1R0R_10

2B42_1

2B42_2

2B42_3

2B42_4

2B42_5

2B42_6

2B42_7

2B42_8

2B42_9

2B42_10

1AY7_1

1AY7_2

1AY7_3

1AY7_4

1AY7_5

1AY7_6

1AY7_7

1AY7_8

1AY7_9

1AY7_10

1DFJ_1

1DFJ_2

1DFJ_3

1DFJ_4

1DFJ_5

1DFJ_6

1DFJ_7

1DFJ_8

1DFJ_9

1DFJ_10

1AVX_1

1AVX_2

1AVX_3

1AVX_4

1AVX_5

1AVX_6

1AVX_7

1AVX_8

1AVX_9

1AVX_10

1GRN_1

1GRN_2

1GRN_3

1GRN_4

1GRN_5

1GRN_6

1GRN_7

1GRN_8

1GRN_9

1GRN_10

2HRK_1

2HRK_2

2HRK_3

2HRK_4

2HRK_5

2HRK_6

2HRK_7

2HRK_8

2HRK_9

2HRK_10

1ATN_1

1ATN_2

1ATN_3

1ATN_4

1ATN_5

1ATN_6

1ATN_7

1ATN_8

1ATN_9

1ATN_10

metric

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

Obj

Gap

FEs

DE_DDQN

5.405e+2 (2.111e-1)

0.971

1.000e+3 (0.000e+0)

5.397e+2 (2.115e-1)

0.973

1.000e+3 (0.000e+0)

5.433e+2 (1.393e-1)

0.979

1.000e+3 (0.000e+0)

5.441e+2 (5.897e-2)

0.986

1.000e+3 (0.000e+0)

5.396e+2 (1.833e-1)

0.970

1.000e+3 (0.000e+0)

5.403e+2 (2.462e-1)

0.977

1.000e+3 (0.000e+0)

5.413e+2 (2.978e-1)

0.973

1.000e+3 (0.000e+0)

5.383e+2 (3.363e-1)

0.965

1.000e+3 (0.000e+0)

5.407e+2 (1.817e-1)

0.978

1.000e+3 (0.000e+0)

5.434e+2 (1.004e-1)

0.982

1.000e+3 (0.000e+0)

4.823e+2 (2.563e-1)

0.970

1.000e+3 (0.000e+0)

4.819e+2 (1.335e-1)

0.975

1.000e+3 (0.000e+0)

4.828e+2 (5.822e-2)

0.987

1.000e+3 (0.000e+0)

4.809e+2 (2.507e-1)

0.968

1.000e+3 (0.000e+0)

4.799e+2 (2.612e-1)

0.966

1.000e+3 (0.000e+0)

4.803e+2 (1.875e-1)

0.969

1.000e+3 (0.000e+0)

4.819e+2 (1.298e-1)

0.978

1.000e+3 (0.000e+0)

4.816e+2 (2.353e-1)

0.967

1.000e+3 (0.000e+0)

4.829e+2 (1.955e-1)

0.973

1.000e+3 (0.000e+0)

4.821e+2 (2.357e-1)

0.972

1.000e+3 (0.000e+0)

5.500e+2 (3.534e-1)

0.930

1.000e+3 (0.000e+0)

5.518e+2 (2.867e-1)

0.958

1.000e+3 (0.000e+0)

5.512e+2 (2.978e-1)

0.946

1.000e+3 (0.000e+0)

5.524e+2 (2.446e-1)

0.963

1.000e+3 (0.000e+0)

5.517e+2 (1.641e-1)

0.953

1.000e+3 (0.000e+0)

5.513e+2 (2.833e-1)

0.949

1.000e+3 (0.000e+0)

5.505e+2 (3.365e-1)

0.946

1.000e+3 (0.000e+0)

5.505e+2 (3.688e-1)

0.936

1.000e+3 (0.000e+0)

5.519e+2 (2.620e-1)

0.958

1.000e+3 (0.000e+0)

5.515e+2 (1.884e-1)

0.950

1.000e+3 (0.000e+0)

5.261e+2 (2.278e-1)

0.959

1.000e+3 (0.000e+0)

5.312e+2 (2.737e-1)

0.974

1.000e+3 (0.000e+0)

5.289e+2 (3.538e-1)

0.966

1.000e+3 (0.000e+0)

5.296e+2 (2.451e-1)

0.955

1.000e+3 (0.000e+0)

5.293e+2 (3.401e-1)

0.963

1.000e+3 (0.000e+0)

5.285e+2 (2.370e-1)

0.966

1.000e+3 (0.000e+0)

5.271e+2 (3.169e-1)

0.919

1.000e+3 (0.000e+0)

5.290e+2 (3.463e-1)

0.961

1.000e+3 (0.000e+0)

5.288e+2 (3.445e-1)

0.964

1.000e+3 (0.000e+0)

5.340e+2 (1.748e-1)

0.941

1.000e+3 (0.000e+0)

5.315e+2 (2.219e-1)

0.966

1.000e+3 (0.000e+0)

5.309e+2 (3.168e-1)

0.957

1.000e+3 (0.000e+0)

5.307e+2 (2.393e-1)

0.957

1.000e+3 (0.000e+0)

5.317e+2 (2.925e-1)

0.964

1.000e+3 (0.000e+0)

5.308e+2 (2.135e-1)

0.960

1.000e+3 (0.000e+0)

5.305e+2 (2.281e-1)

0.962

1.000e+3 (0.000e+0)

5.324e+2 (1.632e-1)

0.974

1.000e+3 (0.000e+0)

5.318e+2 (1.823e-1)

0.975

1.000e+3 (0.000e+0)

5.311e+2 (1.565e-1)

0.968

1.000e+3 (0.000e+0)

5.306e+2 (2.696e-1)

0.956

1.000e+3 (0.000e+0)

5.090e+2 (3.958e-1)

0.952

1.000e+3 (0.000e+0)

5.091e+2 (4.285e-1)

0.951

1.000e+3 (0.000e+0)

5.109e+2 (3.389e-1)

0.964

1.000e+3 (0.000e+0)

5.103e+2 (3.111e-1)

0.958

1.000e+3 (0.000e+0)

5.091e+2 (4.499e-1)

0.945

1.000e+3 (0.000e+0)

5.113e+2 (4.209e-1)

0.954

1.000e+3 (0.000e+0)

5.104e+2 (4.058e-1)

0.967

1.000e+3 (0.000e+0)

5.107e+2 (2.839e-1)

0.961

1.000e+3 (0.000e+0)

5.091e+2 (3.224e-1)

0.949

1.000e+3 (0.000e+0)

5.107e+2 (2.991e-1)

0.961

1.000e+3 (0.000e+0)

5.808e+2 (2.761e-1)

0.957

1.000e+3 (0.000e+0)

5.805e+2 (3.176e-1)

0.951

1.000e+3 (0.000e+0)

5.809e+2 (2.046e-1)

0.965

1.000e+3 (0.000e+0)

5.811e+2 (3.117e-1)

0.959

1.000e+3 (0.000e+0)

5.807e+2 (2.939e-1)

0.955

1.000e+3 (0.000e+0)

5.806e+2 (3.502e-1)

0.952

1.000e+3 (0.000e+0)

5.801e+2 (4.970e-1)

0.951

1.000e+3 (0.000e+0)

5.804e+2 (3.240e-1)

0.951

1.000e+3 (0.000e+0)

5.806e+2 (3.286e-1)

0.957

1.000e+3 (0.000e+0)

5.813e+2 (1.917e-1)

0.965

1.000e+3 (0.000e+0)

4.558e+2 (2.052e-1)

0.976

1.000e+3 (0.000e+0)

4.552e+2 (2.489e-1)

0.973

1.000e+3 (0.000e+0)

4.559e+2 (2.091e-1)

0.978

1.000e+3 (0.000e+0)

4.550e+2 (2.772e-1)

0.971

1.000e+3 (0.000e+0)

4.553e+2 (2.587e-1)

0.971

1.000e+3 (0.000e+0)

4.557e+2 (2.815e-1)

0.975

1.000e+3 (0.000e+0)

4.552e+2 (2.941e-1)

0.973

1.000e+3 (0.000e+0)

4.550e+2 (2.763e-1)

0.969

1.000e+3 (0.000e+0)

4.549e+2 (2.737e-1)

0.972

1.000e+3 (0.000e+0)

4.549e+2 (2.580e-1)

0.969

1.000e+3 (0.000e+0)

DEDQN

5.415e+2 (2.637e-1)

1.014

1.000e+3 (0.000e+0)

5.413e+2 (5.000e-1)

1.012

1.000e+3 (0.000e+0)

5.441e+2 (2.270e-1)

1.005

1.000e+3 (0.000e+0)

5.447e+2 (1.669e-1)

1.004

1.000e+3 (0.000e+0)

5.410e+2 (4.762e-1)

1.010

1.000e+3 (0.000e+0)

5.415e+2 (3.716e-1)

1.010

1.000e+3 (0.000e+0)

5.425e+2 (2.855e-1)

1.015

1.000e+3 (0.000e+0)

5.405e+2 (5.527e-1)

1.020

1.000e+3 (0.000e+0)

5.417e+2 (2.925e-1)

1.008

1.000e+3 (0.000e+0)

5.444e+2 (2.067e-1)

1.007

1.000e+3 (0.000e+0)

4.840e+2 (3.449e-1)

1.009

1.000e+3 (0.000e+0)

4.833e+2 (4.280e-1)

1.007

1.000e+3 (0.000e+0)

4.836e+2 (2.848e-1)

1.006

1.000e+3 (0.000e+0)

4.829e+2 (5.253e-1)

1.012

1.000e+3 (0.000e+0)

4.820e+2 (4.627e-1)

1.013

1.000e+3 (0.000e+0)

4.822e+2 (4.841e-1)

1.012

1.000e+3 (0.000e+0)

4.832e+2 (3.323e-1)

1.008

1.000e+3 (0.000e+0)

4.836e+2 (3.374e-1)

1.011

1.000e+3 (0.000e+0)

4.845e+2 (3.235e-1)

1.006

1.000e+3 (0.000e+0)

4.838e+2 (3.431e-1)

1.009

1.000e+3 (0.000e+0)

5.537e+2 (8.708e-1)

1.028

1.000e+3 (0.000e+0)

5.544e+2 (5.734e-1)

1.025

1.000e+3 (0.000e+0)

5.542e+2 (6.484e-1)

1.023

1.000e+3 (0.000e+0)

5.546e+2 (4.936e-1)

1.019

1.000e+3 (0.000e+0)

5.543e+2 (4.900e-1)

1.019

1.000e+3 (0.000e+0)

5.543e+2 (7.136e-1)

1.027

1.000e+3 (0.000e+0)

5.536e+2 (9.646e-1)

1.028

1.000e+3 (0.000e+0)

5.540e+2 (7.185e-1)

1.028

1.000e+3 (0.000e+0)

5.542e+2 (7.014e-1)

1.018

1.000e+3 (0.000e+0)

5.543e+2 (6.380e-1)

1.021

1.000e+3 (0.000e+0)

5.290e+2 (1.043e+0)

1.018

1.000e+3 (0.000e+0)

5.335e+2 (8.183e-1)

1.016

1.000e+3 (0.000e+0)

5.316e+2 (7.774e-1)

1.018

1.000e+3 (0.000e+0)

5.325e+2 (7.378e-1)

1.024

1.000e+3 (0.000e+0)

5.323e+2 (7.695e-1)

1.019

1.000e+3 (0.000e+0)

5.311e+2 (8.340e-1)

1.014

1.000e+3 (0.000e+0)

5.301e+2 (9.644e-1)

1.040

1.000e+3 (0.000e+0)

5.318e+2 (8.824e-1)

1.014

1.000e+3 (0.000e+0)

5.319e+2 (1.028e+0)

1.022

1.000e+3 (0.000e+0)

5.356e+2 (4.412e-1)

1.031

1.000e+3 (0.000e+0)

5.336e+2 (5.213e-1)

1.015

1.000e+3 (0.000e+0)

5.336e+2 (6.936e-1)

1.021

1.000e+3 (0.000e+0)

5.332e+2 (6.022e-1)

1.017

1.000e+3 (0.000e+0)

5.338e+2 (5.716e-1)

1.013

1.000e+3 (0.000e+0)

5.329e+2 (6.614e-1)

1.011

1.000e+3 (0.000e+0)

5.329e+2 (5.620e-1)

1.019

1.000e+3 (0.000e+0)

5.340e+2 (4.658e-1)

1.010

1.000e+3 (0.000e+0)

5.333e+2 (4.052e-1)

1.010

1.000e+3 (0.000e+0)

5.331e+2 (5.070e-1)

1.016

1.000e+3 (0.000e+0)

5.330e+2 (5.491e-1)

1.013

1.000e+3 (0.000e+0)

5.119e+2 (5.730e-1)

1.018

1.000e+3 (0.000e+0)

5.121e+2 (5.355e-1)

1.016

1.000e+3 (0.000e+0)

5.130e+2 (5.472e-1)

1.009

1.000e+3 (0.000e+0)

5.128e+2 (5.389e-1)

1.013

1.000e+3 (0.000e+0)

5.125e+2 (6.674e-1)

1.019

1.000e+3 (0.000e+0)

5.140e+2 (3.689e-1)

1.010

1.000e+3 (0.000e+0)

5.125e+2 (4.986e-1)

1.013

1.000e+3 (0.000e+0)

5.132e+2 (5.330e-1)

1.015

1.000e+3 (0.000e+0)

5.122e+2 (6.101e-1)

1.018

1.000e+3 (0.000e+0)

5.130e+2 (5.244e-1)

1.013

1.000e+3 (0.000e+0)

5.829e+2 (3.928e-1)

1.012

1.000e+3 (0.000e+0)

5.830e+2 (5.467e-1)

1.017

1.000e+3 (0.000e+0)

5.829e+2 (4.921e-1)

1.017

1.000e+3 (0.000e+0)

5.831e+2 (4.203e-1)

1.014

1.000e+3 (0.000e+0)

5.830e+2 (5.313e-1)

1.015

1.000e+3 (0.000e+0)

5.830e+2 (5.191e-1)

1.015

1.000e+3 (0.000e+0)

5.827e+2 (5.962e-1)

1.020

1.000e+3 (0.000e+0)

5.829e+2 (6.497e-1)

1.016

1.000e+3 (0.000e+0)

5.830e+2 (5.517e-1)

1.019

1.000e+3 (0.000e+0)

5.830e+2 (5.135e-1)

1.009

1.000e+3 (0.000e+0)

4.576e+2 (3.383e-1)

1.010

1.000e+3 (0.000e+0)

4.571e+2 (4.565e-1)

1.009

1.000e+3 (0.000e+0)

4.574e+2 (5.055e-1)

1.008

1.000e+3 (0.000e+0)

4.570e+2 (5.414e-1)

1.009

1.000e+3 (0.000e+0)

4.573e+2 (4.572e-1)

1.008

1.000e+3 (0.000e+0)

4.575e+2 (4.744e-1)

1.009

1.000e+3 (0.000e+0)

4.572e+2 (4.133e-1)

1.010

1.000e+3 (0.000e+0)

4.572e+2 (4.192e-1)

1.011

1.000e+3 (0.000e+0)

4.569e+2 (4.293e-1)

1.010

1.000e+3 (0.000e+0)

4.572e+2 (4.888e-1)

1.014

1.000e+3 (0.000e+0)

RL_HPSDE

5.409e+2 (2.195e-1)

0.988

1.339e+3 (0.000e+0)

5.404e+2 (3.291e-1)

0.989

1.339e+3 (0.000e+0)

5.437e+2 (1.922e-1)

0.993

1.339e+3 (0.000e+0)

5.444e+2 (1.256e-1)

0.995

1.339e+3 (0.000e+0)

5.401e+2 (3.025e-1)

0.986

1.339e+3 (0.000e+0)

5.408e+2 (2.360e-1)

0.989

1.339e+3 (0.000e+0)

5.418e+2 (2.524e-1)

0.991

1.339e+3 (0.000e+0)

5.391e+2 (5.187e-1)

0.986

1.339e+3 (0.000e+0)

5.410e+2 (2.141e-1)

0.989

1.339e+3 (0.000e+0)

5.439e+2 (2.219e-1)

0.995

1.339e+3 (0.000e+0)

4.831e+2 (4.353e-1)

0.989

1.339e+3 (0.000e+0)

4.826e+2 (3.159e-1)

0.990

1.339e+3 (0.000e+0)

4.831e+2 (1.644e-1)

0.993

1.339e+3 (0.000e+0)

4.819e+2 (4.168e-1)

0.990

1.339e+3 (0.000e+0)

4.809e+2 (4.069e-1)

0.987

1.339e+3 (0.000e+0)

4.811e+2 (4.119e-1)

0.986

1.339e+3 (0.000e+0)

4.825e+2 (2.849e-1)

0.992

1.339e+3 (0.000e+0)

4.825e+2 (3.831e-1)

0.987

1.339e+3 (0.000e+0)

4.838e+2 (2.677e-1)

0.992

1.339e+3 (0.000e+0)

4.829e+2 (3.850e-1)

0.990

1.339e+3 (0.000e+0)

5.519e+2 (7.014e-1)

0.979

1.339e+3 (0.000e+0)

5.530e+2 (4.141e-1)

0.989

1.339e+3 (0.000e+0)

5.526e+2 (5.358e-1)

0.980

1.339e+3 (0.000e+0)

5.534e+2 (4.417e-1)

0.987

1.339e+3 (0.000e+0)

5.529e+2 (4.349e-1)

0.983

1.339e+3 (0.000e+0)

5.528e+2 (5.507e-1)

0.987

1.339e+3 (0.000e+0)

5.519e+2 (5.402e-1)

0.983

1.339e+3 (0.000e+0)

5.523e+2 (6.244e-1)

0.983

1.339e+3 (0.000e+0)

5.529e+2 (5.017e-1)

0.985

1.339e+3 (0.000e+0)

5.529e+2 (5.554e-1)

0.986

1.339e+3 (0.000e+0)

5.273e+2 (6.460e-1)

0.982

1.339e+3 (0.000e+0)

5.322e+2 (4.830e-1)

0.992

1.339e+3 (0.000e+0)

5.302e+2 (6.767e-1)

0.990

1.339e+3 (0.000e+0)

5.309e+2 (4.664e-1)

0.986

1.339e+3 (0.000e+0)

5.306e+2 (5.077e-1)

0.988

1.339e+3 (0.000e+0)

5.296e+2 (5.233e-1)

0.987

1.339e+3 (0.000e+0)

5.286e+2 (4.871e-1)

0.978

1.339e+3 (0.000e+0)

5.304e+2 (5.467e-1)

0.988

1.339e+3 (0.000e+0)

5.302e+2 (6.178e-1)

0.990

1.339e+3 (0.000e+0)

5.348e+2 (2.942e-1)

0.986

1.339e+3 (0.000e+0)

5.324e+2 (4.270e-1)

0.988

1.339e+3 (0.000e+0)

5.320e+2 (4.906e-1)

0.983

1.339e+3 (0.000e+0)

5.318e+2 (4.880e-1)

0.984

1.339e+3 (0.000e+0)

5.326e+2 (4.181e-1)

0.986

1.339e+3 (0.000e+0)

5.318e+2 (4.581e-1)

0.983

1.339e+3 (0.000e+0)

5.313e+2 (4.991e-1)

0.982

1.339e+3 (0.000e+0)

5.331e+2 (3.514e-1)

0.991

1.339e+3 (0.000e+0)

5.324e+2 (2.847e-1)

0.988

1.339e+3 (0.000e+0)

5.319e+2 (4.414e-1)

0.987

1.339e+3 (0.000e+0)

5.318e+2 (5.217e-1)

0.984

1.339e+3 (0.000e+0)

5.104e+2 (5.961e-1)

0.983

1.339e+3 (0.000e+0)

5.106e+2 (5.524e-1)

0.983

1.339e+3 (0.000e+0)

5.120e+2 (4.130e-1)

0.989

1.339e+3 (0.000e+0)

5.116e+2 (4.536e-1)

0.988

1.339e+3 (0.000e+0)

5.108e+2 (6.216e-1)

0.984

1.339e+3 (0.000e+0)

5.130e+2 (4.767e-1)

0.991

1.339e+3 (0.000e+0)

5.114e+2 (4.214e-1)

0.990

1.339e+3 (0.000e+0)

5.121e+2 (3.893e-1)

0.990

1.339e+3 (0.000e+0)

5.108e+2 (5.754e-1)

0.986

1.339e+3 (0.000e+0)

5.119e+2 (3.821e-1)

0.989

1.339e+3 (0.000e+0)

5.819e+2 (4.008e-1)

0.985

1.339e+3 (0.000e+0)

5.817e+2 (4.453e-1)

0.983

1.339e+3 (0.000e+0)

5.818e+2 (4.153e-1)

0.987

1.339e+3 (0.000e+0)

5.820e+2 (4.314e-1)

0.983

1.339e+3 (0.000e+0)

5.818e+2 (3.978e-1)

0.985

1.339e+3 (0.000e+0)

5.818e+2 (4.335e-1)

0.984

1.339e+3 (0.000e+0)

5.814e+2 (5.633e-1)

0.985

1.339e+3 (0.000e+0)

5.817e+2 (5.012e-1)

0.983

1.339e+3 (0.000e+0)

5.818e+2 (4.783e-1)

0.986

1.339e+3 (0.000e+0)

5.821e+2 (4.330e-1)

0.986

1.339e+3 (0.000e+0)

4.567e+2 (3.448e-1)

0.992

1.339e+3 (0.000e+0)

4.561e+2 (4.123e-1)

0.991

1.339e+3 (0.000e+0)

4.566e+2 (3.540e-1)

0.993

1.339e+3 (0.000e+0)

4.560e+2 (4.285e-1)

0.989

1.339e+3 (0.000e+0)

4.564e+2 (3.602e-1)

0.991

1.339e+3 (0.000e+0)

4.566e+2 (3.692e-1)

0.992

1.339e+3 (0.000e+0)

4.561e+2 (3.356e-1)

0.990

1.339e+3 (0.000e+0)

4.562e+2 (3.882e-1)

0.992

1.339e+3 (0.000e+0)

4.559e+2 (3.139e-1)

0.991

1.339e+3 (0.000e+0)

4.560e+2 (4.352e-1)

0.991

1.339e+3 (0.000e+0)

LDE

5.410e+2 (1.758e-1)

0.991

1.000e+3 (0.000e+0)

5.403e+2 (2.625e-1)

0.989

1.000e+3 (0.000e+0)

5.438e+2 (1.135e-1)

0.994

1.000e+3 (0.000e+0)

5.444e+2 (7.963e-2)

0.995

1.000e+3 (0.000e+0)

5.403e+2 (2.080e-1)

0.991

1.000e+3 (0.000e+0)

5.409e+2 (1.692e-1)

0.991

1.000e+3 (0.000e+0)

5.419e+2 (1.780e-1)

0.995

1.000e+3 (0.000e+0)

5.392e+2 (3.121e-1)

0.989

1.000e+3 (0.000e+0)

5.411e+2 (1.245e-1)

0.992

1.000e+3 (0.000e+0)

5.439e+2 (1.260e-1)

0.995

1.000e+3 (0.000e+0)

4.831e+2 (2.167e-1)

0.989

1.000e+3 (0.000e+0)

4.826e+2 (1.879e-1)

0.991

1.000e+3 (0.000e+0)

4.832e+2 (1.221e-1)

0.995

1.000e+3 (0.000e+0)

4.820e+2 (2.942e-1)

0.991

1.000e+3 (0.000e+0)

4.809e+2 (2.744e-1)

0.987

1.000e+3 (0.000e+0)

4.811e+2 (2.163e-1)

0.988

1.000e+3 (0.000e+0)

4.826e+2 (1.833e-1)

0.993

1.000e+3 (0.000e+0)

4.826e+2 (2.348e-1)

0.988

1.000e+3 (0.000e+0)

4.837e+2 (1.984e-1)

0.990

1.000e+3 (0.000e+0)

4.829e+2 (1.999e-1)

0.990

1.000e+3 (0.000e+0)

5.519e+2 (4.766e-1)

0.981

1.000e+3 (0.000e+0)

5.529e+2 (2.908e-1)

0.988

1.000e+3 (0.000e+0)

5.527e+2 (3.191e-1)

0.983

1.000e+3 (0.000e+0)

5.535e+2 (2.190e-1)

0.989

1.000e+3 (0.000e+0)

5.529e+2 (2.391e-1)

0.983

1.000e+3 (0.000e+0)

5.527e+2 (3.893e-1)

0.985

1.000e+3 (0.000e+0)

5.518e+2 (3.044e-1)

0.981

1.000e+3 (0.000e+0)

5.523e+2 (3.993e-1)

0.982

1.000e+3 (0.000e+0)

5.529e+2 (2.877e-1)

0.985

1.000e+3 (0.000e+0)

5.527e+2 (2.890e-1)

0.982

1.000e+3 (0.000e+0)

5.273e+2 (4.525e-1)

0.982

1.000e+3 (0.000e+0)

5.321e+2 (2.475e-1)

0.990

1.000e+3 (0.000e+0)

5.301e+2 (4.505e-1)

0.989

1.000e+3 (0.000e+0)

5.307e+2 (2.950e-1)

0.980

1.000e+3 (0.000e+0)

5.305e+2 (3.907e-1)

0.985

1.000e+3 (0.000e+0)

5.296e+2 (2.981e-1)

0.987

1.000e+3 (0.000e+0)

5.282e+2 (3.265e-1)

0.962

1.000e+3 (0.000e+0)

5.303e+2 (2.783e-1)

0.986

1.000e+3 (0.000e+0)

5.300e+2 (4.173e-1)

0.987

1.000e+3 (0.000e+0)

5.346e+2 (1.803e-1)

0.974

1.000e+3 (0.000e+0)

5.325e+2 (2.699e-1)

0.989

1.000e+3 (0.000e+0)

5.322e+2 (3.642e-1)

0.988

1.000e+3 (0.000e+0)

5.320e+2 (3.083e-1)

0.988

1.000e+3 (0.000e+0)

5.328e+2 (2.362e-1)

0.990

1.000e+3 (0.000e+0)

5.318e+2 (2.528e-1)

0.985

1.000e+3 (0.000e+0)

5.314e+2 (3.111e-1)

0.984

1.000e+3 (0.000e+0)

5.332e+2 (2.110e-1)

0.992

1.000e+3 (0.000e+0)

5.325e+2 (1.760e-1)

0.990

1.000e+3 (0.000e+0)

5.319e+2 (2.827e-1)

0.988

1.000e+3 (0.000e+0)

5.317e+2 (2.648e-1)

0.984

1.000e+3 (0.000e+0)

5.104e+2 (3.938e-1)

0.984

1.000e+3 (0.000e+0)

5.106e+2 (3.272e-1)

0.984

1.000e+3 (0.000e+0)

5.120e+2 (2.659e-1)

0.988

1.000e+3 (0.000e+0)

5.117e+2 (2.963e-1)

0.988

1.000e+3 (0.000e+0)

5.108e+2 (5.093e-1)

0.983

1.000e+3 (0.000e+0)

5.129e+2 (3.430e-1)

0.988

1.000e+3 (0.000e+0)

5.114e+2 (3.379e-1)

0.989

1.000e+3 (0.000e+0)

5.121e+2 (3.164e-1)

0.990

1.000e+3 (0.000e+0)

5.107e+2 (4.183e-1)

0.985

1.000e+3 (0.000e+0)

5.120e+2 (2.828e-1)

0.989

1.000e+3 (0.000e+0)

5.819e+2 (2.889e-1)

0.985

1.000e+3 (0.000e+0)

5.816e+2 (2.545e-1)

0.982

1.000e+3 (0.000e+0)

5.818e+2 (1.868e-1)

0.988

1.000e+3 (0.000e+0)

5.820e+2 (2.515e-1)

0.984

1.000e+3 (0.000e+0)

5.818e+2 (3.080e-1)

0.985

1.000e+3 (0.000e+0)

5.817e+2 (3.146e-1)

0.983

1.000e+3 (0.000e+0)

5.813e+2 (3.488e-1)

0.984

1.000e+3 (0.000e+0)

5.817e+2 (3.070e-1)

0.983

1.000e+3 (0.000e+0)

5.818e+2 (3.033e-1)

0.987

1.000e+3 (0.000e+0)

5.821e+2 (2.097e-1)

0.987

1.000e+3 (0.000e+0)

4.567e+2 (2.086e-1)

0.992

1.000e+3 (0.000e+0)

4.561e+2 (2.104e-1)

0.991

1.000e+3 (0.000e+0)

4.567e+2 (1.974e-1)

0.994

1.000e+3 (0.000e+0)

4.560e+2 (2.798e-1)

0.990

1.000e+3 (0.000e+0)

4.565e+2 (2.504e-1)

0.992

1.000e+3 (0.000e+0)

4.566e+2 (2.230e-1)

0.993

1.000e+3 (0.000e+0)

4.562e+2 (2.739e-1)

0.991

1.000e+3 (0.000e+0)

4.562e+2 (2.753e-1)

0.992

1.000e+3 (0.000e+0)

4.559e+2 (2.698e-1)

0.990

1.000e+3 (0.000e+0)

4.560e+2 (2.543e-1)

0.990

1.000e+3 (0.000e+0)

QLPSO

5.404e+2 (2.853e-1)

0.965

1.000e+3 (0.000e+0)

5.396e+2 (3.392e-1)

0.971

1.000e+3 (0.000e+0)

5.433e+2 (2.201e-1)

0.980

1.000e+3 (0.000e+0)

5.441e+2 (1.231e-1)

0.987

1.000e+3 (0.000e+0)

5.395e+2 (2.825e-1)

0.969

1.000e+3 (0.000e+0)

5.403e+2 (3.914e-1)

0.974

1.000e+3 (0.000e+0)

5.411e+2 (3.338e-1)

0.966

1.000e+3 (0.000e+0)

5.382e+2 (4.817e-1)

0.963

1.000e+3 (0.000e+0)

5.406e+2 (2.965e-1)

0.976

1.000e+3 (0.000e+0)

5.434e+2 (2.251e-1)

0.983

1.000e+3 (0.000e+0)

4.820e+2 (4.594e-1)

0.965

1.000e+3 (0.000e+0)

4.820e+2 (2.915e-1)

0.977

1.000e+3 (0.000e+0)

4.829e+2 (1.076e-1)

0.989

1.000e+3 (0.000e+0)

4.809e+2 (4.930e-1)

0.966

1.000e+3 (0.000e+0)

4.798e+2 (5.027e-1)

0.962

1.000e+3 (0.000e+0)

4.803e+2 (4.087e-1)

0.968

1.000e+3 (0.000e+0)

4.819e+2 (2.721e-1)

0.979

1.000e+3 (0.000e+0)

4.815e+2 (5.429e-1)

0.964

1.000e+3 (0.000e+0)

4.829e+2 (4.310e-1)

0.973

1.000e+3 (0.000e+0)

4.821e+2 (3.784e-1)

0.973

1.000e+3 (0.000e+0)

5.501e+2 (8.422e-1)

0.932

1.000e+3 (0.000e+0)

5.516e+2 (4.734e-1)

0.954

1.000e+3 (0.000e+0)

5.512e+2 (5.251e-1)

0.943

1.000e+3 (0.000e+0)

5.525e+2 (4.760e-1)

0.964

1.000e+3 (0.000e+0)

5.518e+2 (5.827e-1)

0.953

1.000e+3 (0.000e+0)

5.512e+2 (6.004e-1)

0.946

1.000e+3 (0.000e+0)

5.503e+2 (5.695e-1)

0.940

1.000e+3 (0.000e+0)

5.506e+2 (7.384e-1)

0.937

1.000e+3 (0.000e+0)

5.520e+2 (5.849e-1)

0.962

1.000e+3 (0.000e+0)

5.514e+2 (5.097e-1)

0.946

1.000e+3 (0.000e+0)

5.260e+2 (3.243e-1)

0.956

1.000e+3 (0.000e+0)

5.313e+2 (4.318e-1)

0.975

1.000e+3 (0.000e+0)

5.288e+2 (5.876e-1)

0.964

1.000e+3 (0.000e+0)

5.295e+2 (3.868e-1)

0.954

1.000e+3 (0.000e+0)

5.293e+2 (6.292e-1)

0.963

1.000e+3 (0.000e+0)

5.285e+2 (5.684e-1)

0.967

1.000e+3 (0.000e+0)

5.270e+2 (5.864e-1)

0.916

1.000e+3 (0.000e+0)

5.289e+2 (6.409e-1)

0.959

1.000e+3 (0.000e+0)

5.288e+2 (5.156e-1)

0.963

1.000e+3 (0.000e+0)

5.339e+2 (3.836e-1)

0.936

1.000e+3 (0.000e+0)

5.316e+2 (5.964e-1)

0.968

1.000e+3 (0.000e+0)

5.308e+2 (5.325e-1)

0.955

1.000e+3 (0.000e+0)

5.307e+2 (5.326e-1)

0.958

1.000e+3 (0.000e+0)

5.318e+2 (6.828e-1)

0.967

1.000e+3 (0.000e+0)

5.308e+2 (5.043e-1)

0.960

1.000e+3 (0.000e+0)

5.305e+2 (5.661e-1)

0.961

1.000e+3 (0.000e+0)

5.324e+2 (3.466e-1)

0.973

1.000e+3 (0.000e+0)

5.319e+2 (3.189e-1)

0.977

1.000e+3 (0.000e+0)

5.310e+2 (2.608e-1)

0.966

1.000e+3 (0.000e+0)

5.306e+2 (6.503e-1)

0.957

1.000e+3 (0.000e+0)

5.089e+2 (8.195e-1)

0.950

1.000e+3 (0.000e+0)

5.091e+2 (7.556e-1)

0.950

1.000e+3 (0.000e+0)

5.108e+2 (5.089e-1)

0.962

1.000e+3 (0.000e+0)

5.102e+2 (5.905e-1)

0.956

1.000e+3 (0.000e+0)

5.090e+2 (8.385e-1)

0.943

1.000e+3 (0.000e+0)

5.118e+2 (9.721e-1)

0.964

1.000e+3 (0.000e+0)

5.105e+2 (6.839e-1)

0.969

1.000e+3 (0.000e+0)

5.107e+2 (4.108e-1)

0.961

1.000e+3 (0.000e+0)

5.090e+2 (6.861e-1)

0.947

1.000e+3 (0.000e+0)

5.107e+2 (4.576e-1)

0.961

1.000e+3 (0.000e+0)

5.806e+2 (4.784e-1)

0.950

1.000e+3 (0.000e+0)

5.804e+2 (6.136e-1)

0.951

1.000e+3 (0.000e+0)

5.809e+2 (4.643e-1)

0.964

1.000e+3 (0.000e+0)

5.809e+2 (5.319e-1)

0.955

1.000e+3 (0.000e+0)

5.806e+2 (5.512e-1)

0.954

1.000e+3 (0.000e+0)

5.803e+2 (6.854e-1)

0.945

1.000e+3 (0.000e+0)

5.797e+2 (6.101e-1)

0.941

1.000e+3 (0.000e+0)

5.804e+2 (7.243e-1)

0.949

1.000e+3 (0.000e+0)

5.807e+2 (5.381e-1)

0.958

1.000e+3 (0.000e+0)

5.813e+2 (4.937e-1)

0.965

1.000e+3 (0.000e+0)

4.557e+2 (4.762e-1)

0.974

1.000e+3 (0.000e+0)

4.551e+2 (4.085e-1)

0.972

1.000e+3 (0.000e+0)

4.558e+2 (4.022e-1)

0.978

1.000e+3 (0.000e+0)

4.548e+2 (5.973e-1)

0.967

1.000e+3 (0.000e+0)

4.553e+2 (4.508e-1)

0.971

1.000e+3 (0.000e+0)

4.556e+2 (4.433e-1)

0.974

1.000e+3 (0.000e+0)

4.551e+2 (4.938e-1)

0.971

1.000e+3 (0.000e+0)

4.549e+2 (4.976e-1)

0.967

1.000e+3 (0.000e+0)

4.549e+2 (3.931e-1)

0.972

1.000e+3 (0.000e+0)

4.548e+2 (5.983e-1)

0.969

1.000e+3 (0.000e+0)

RLEPSO

5.410e+2 (1.542e-1)

0.992

1.000e+3 (0.000e+0)

5.405e+2 (3.224e-1)

0.993

1.000e+3 (0.000e+0)

5.438e+2 (1.448e-1)

0.994

1.000e+3 (0.000e+0)

5.444e+2 (9.856e-2)

0.996

1.000e+3 (0.000e+0)

5.402e+2 (2.579e-1)

0.989

1.000e+3 (0.000e+0)

5.409e+2 (2.383e-1)

0.994

1.000e+3 (0.000e+0)

5.419e+2 (2.431e-1)

0.995

1.000e+3 (0.000e+0)

5.394e+2 (4.146e-1)

0.993

1.000e+3 (0.000e+0)

5.412e+2 (1.473e-1)

0.993

1.000e+3 (0.000e+0)

5.440e+2 (1.589e-1)

0.998

1.000e+3 (0.000e+0)

4.834e+2 (3.034e-1)

0.995

1.000e+3 (1.386e-1)

4.827e+2 (2.542e-1)

0.992

1.000e+3 (0.000e+0)

4.831e+2 (1.452e-1)

0.994

1.000e+3 (0.000e+0)

4.822e+2 (3.934e-1)

0.995

1.000e+3 (0.000e+0)

4.812e+2 (3.583e-1)

0.994

1.000e+3 (0.000e+0)

4.812e+2 (3.032e-1)

0.990

1.000e+3 (0.000e+0)

4.825e+2 (1.805e-1)

0.993

1.000e+3 (0.000e+0)

4.829e+2 (2.922e-1)

0.995

1.000e+3 (0.000e+0)

4.839e+2 (2.633e-1)

0.995

1.000e+3 (0.000e+0)

4.831e+2 (2.705e-1)

0.995

1.000e+3 (0.000e+0)

5.522e+2 (6.494e-1)

0.987

1.000e+3 (0.000e+0)

5.529e+2 (4.347e-1)

0.988

1.000e+3 (0.000e+0)

5.529e+2 (4.440e-1)

0.988

1.000e+3 (0.000e+0)

5.534e+2 (3.305e-1)

0.987

1.000e+3 (0.000e+0)

5.530e+2 (3.161e-1)

0.985

1.000e+3 (0.000e+0)

5.528e+2 (4.036e-1)

0.987

1.000e+3 (0.000e+0)

5.520e+2 (5.174e-1)

0.985

1.000e+3 (0.000e+0)

5.524e+2 (5.304e-1)

0.986

1.000e+3 (0.000e+0)

5.529e+2 (3.785e-1)

0.985

1.000e+3 (0.000e+0)

5.529e+2 (4.151e-1)

0.985

1.000e+3 (0.000e+0)

5.275e+2 (5.095e-1)

0.986

1.000e+3 (0.000e+0)

5.322e+2 (4.158e-1)

0.991

1.000e+3 (0.000e+0)

5.303e+2 (4.660e-1)

0.992

1.000e+3 (0.000e+0)

5.310e+2 (4.801e-1)

0.989

1.000e+3 (0.000e+0)

5.308e+2 (4.156e-1)

0.991

1.000e+3 (0.000e+0)

5.296e+2 (4.613e-1)

0.987

1.000e+3 (0.000e+0)

5.284e+2 (4.899e-1)

0.971

1.000e+3 (0.000e+0)

5.305e+2 (5.811e-1)

0.989

1.000e+3 (0.000e+0)

5.304e+2 (5.535e-1)

0.994

1.000e+3 (0.000e+0)

5.347e+2 (2.610e-1)

0.980

1.000e+3 (0.000e+0)

5.325e+2 (2.775e-1)

0.990

1.000e+3 (0.000e+0)

5.323e+2 (4.562e-1)

0.991

1.000e+3 (0.000e+0)

5.321e+2 (3.515e-1)

0.991

1.000e+3 (0.000e+0)

5.329e+2 (3.659e-1)

0.991

1.000e+3 (0.000e+0)

5.318e+2 (3.391e-1)

0.984

1.000e+3 (0.000e+0)

5.316e+2 (4.456e-1)

0.988

1.000e+3 (0.000e+0)

5.331e+2 (2.421e-1)

0.990

1.000e+3 (0.000e+0)

5.324e+2 (2.069e-1)

0.989

1.000e+3 (0.000e+0)

5.320e+2 (3.152e-1)

0.990

1.000e+3 (0.000e+0)

5.319e+2 (4.054e-1)

0.988

1.000e+3 (0.000e+0)

5.108e+2 (4.491e-1)

0.992

1.000e+3 (0.000e+0)

5.109e+2 (3.864e-1)

0.989

1.000e+3 (0.000e+0)

5.123e+2 (3.670e-1)

0.994

1.000e+3 (0.000e+0)

5.118e+2 (3.461e-1)

0.991

1.000e+3 (0.000e+0)

5.111e+2 (5.474e-1)

0.990

1.000e+3 (0.000e+0)

5.132e+2 (3.515e-1)

0.993

1.000e+3 (0.000e+0)

5.116e+2 (4.100e-1)

0.993

1.000e+3 (0.000e+0)

5.123e+2 (4.461e-1)

0.996

1.000e+3 (0.000e+0)

5.110e+2 (5.118e-1)

0.992

1.000e+3 (0.000e+0)

5.121e+2 (3.929e-1)

0.993

1.000e+3 (0.000e+0)

5.821e+2 (3.622e-1)

0.991

1.000e+3 (0.000e+0)

5.820e+2 (4.528e-1)

0.993

1.000e+3 (0.000e+0)

5.820e+2 (3.549e-1)

0.994

1.000e+3 (0.000e+0)

5.823e+2 (2.828e-1)

0.991

1.000e+3 (0.000e+0)

5.821e+2 (3.669e-1)

0.991

1.000e+3 (0.000e+0)

5.821e+2 (3.349e-1)

0.992

1.000e+3 (0.000e+0)

5.818e+2 (4.639e-1)

0.996

1.000e+3 (0.000e+0)

5.820e+2 (4.409e-1)

0.992

1.000e+3 (0.000e+0)

5.821e+2 (4.015e-1)

0.996

1.000e+3 (0.000e+0)

5.823e+2 (3.136e-1)

0.990

1.000e+3 (0.000e+0)

4.570e+2 (2.701e-1)

0.997

1.000e+3 (0.000e+0)

4.563e+2 (3.318e-1)

0.995

1.000e+3 (0.000e+0)

4.567e+2 (3.071e-1)

0.995

1.000e+3 (0.000e+0)

4.563e+2 (3.668e-1)

0.995

1.000e+3 (0.000e+0)

4.566e+2 (3.210e-1)

0.996

1.000e+3 (0.000e+0)

4.568e+2 (3.492e-1)

0.996

1.000e+3 (0.000e+0)

4.565e+2 (3.145e-1)

0.997

1.000e+3 (0.000e+0)

4.565e+2 (3.062e-1)

0.997

1.000e+3 (0.000e+0)

4.561e+2 (3.408e-1)

0.994

1.000e+3 (0.000e+0)

4.564e+2 (3.256e-1)

0.997

1.000e+3 (0.000e+0)

RL_PSO

5.414e+2 (2.218e-1)

1.009

1.000e+3 (0.000e+0)

5.411e+2 (4.047e-1)

1.009

1.000e+3 (0.000e+0)

5.441e+2 (2.007e-1)

1.004

1.000e+3 (0.000e+0)

5.447e+2 (1.201e-1)

1.003

1.000e+3 (0.000e+0)

5.408e+2 (3.699e-1)

1.006

1.000e+3 (0.000e+0)

5.414e+2 (2.852e-1)

1.008

1.000e+3 (0.000e+0)

5.424e+2 (2.803e-1)

1.011

1.000e+3 (0.000e+0)

5.403e+2 (5.172e-1)

1.017

1.000e+3 (0.000e+0)

5.416e+2 (2.224e-1)

1.006

1.000e+3 (0.000e+0)

5.444e+2 (1.954e-1)

1.006

1.000e+3 (0.000e+0)

4.840e+2 (3.494e-1)

1.008

1.000e+3 (0.000e+0)

4.833e+2 (3.091e-1)

1.006

1.000e+3 (0.000e+0)

4.835e+2 (2.403e-1)

1.003

1.000e+3 (0.000e+0)

4.829e+2 (5.096e-1)

1.010

1.000e+3 (0.000e+0)

4.819e+2 (4.493e-1)

1.011

1.000e+3 (0.000e+0)

4.820e+2 (4.375e-1)

1.008

1.000e+3 (0.000e+0)

4.831e+2 (2.805e-1)

1.004

1.000e+3 (0.000e+0)

4.835e+2 (3.593e-1)

1.009

1.000e+3 (0.000e+0)

4.844e+2 (3.111e-1)

1.005

1.000e+3 (0.000e+0)

4.837e+2 (3.033e-1)

1.007

1.000e+3 (0.000e+0)

5.534e+2 (8.019e-1)

1.019

1.000e+3 (0.000e+0)

5.540e+2 (5.149e-1)

1.017

1.000e+3 (0.000e+0)

5.539e+2 (6.174e-1)

1.016

1.000e+3 (0.000e+0)

5.543e+2 (4.484e-1)

1.011

1.000e+3 (0.000e+0)

5.540e+2 (4.867e-1)

1.011

1.000e+3 (0.000e+0)

5.539e+2 (6.007e-1)

1.016

1.000e+3 (0.000e+0)

5.532e+2 (7.642e-1)

1.018

1.000e+3 (0.000e+0)

5.538e+2 (6.690e-1)

1.023

1.000e+3 (0.000e+0)

5.540e+2 (5.863e-1)

1.012

1.000e+3 (0.000e+0)

5.540e+2 (5.632e-1)

1.015

1.000e+3 (0.000e+0)

5.289e+2 (8.872e-1)

1.014

1.000e+3 (0.000e+0)

5.333e+2 (6.690e-1)

1.011

1.000e+3 (0.000e+0)

5.314e+2 (6.706e-1)

1.014

1.000e+3 (0.000e+0)

5.323e+2 (6.338e-1)

1.019

1.000e+3 (0.000e+0)

5.321e+2 (6.061e-1)

1.015

1.000e+3 (0.000e+0)

5.308e+2 (7.414e-1)

1.010

1.000e+3 (0.000e+0)

5.297e+2 (7.977e-1)

1.022

1.000e+3 (0.000e+0)

5.316e+2 (8.071e-1)

1.010

1.000e+3 (0.000e+0)

5.315e+2 (8.602e-1)

1.015

1.000e+3 (0.000e+0)

5.354e+2 (3.576e-1)

1.018

1.000e+3 (0.000e+0)

5.333e+2 (4.805e-1)

1.010

1.000e+3 (0.000e+0)

5.334e+2 (6.043e-1)

1.018

1.000e+3 (0.000e+0)

5.331e+2 (5.557e-1)

1.015

1.000e+3 (0.000e+0)

5.336e+2 (4.620e-1)

1.009

1.000e+3 (0.000e+0)

5.328e+2 (4.618e-1)

1.009

1.000e+3 (0.000e+0)

5.327e+2 (5.710e-1)

1.015

1.000e+3 (0.000e+0)

5.338e+2 (3.666e-1)

1.007

1.000e+3 (0.000e+0)

5.331e+2 (3.564e-1)

1.005

1.000e+3 (0.000e+0)

5.329e+2 (4.600e-1)

1.012

1.000e+3 (0.000e+0)

5.329e+2 (4.356e-1)

1.011

1.000e+3 (0.000e+0)

5.118e+2 (5.523e-1)

1.015

1.000e+3 (0.000e+0)

5.120e+2 (4.507e-1)

1.013

1.000e+3 (0.000e+0)

5.130e+2 (4.826e-1)

1.009

1.000e+3 (0.000e+0)

5.127e+2 (3.467e-1)

1.010

1.000e+3 (0.000e+0)

5.122e+2 (6.283e-1)

1.013

1.000e+3 (0.000e+0)

5.138e+2 (3.467e-1)

1.007

1.000e+3 (0.000e+0)

5.123e+2 (4.869e-1)

1.009

1.000e+3 (0.000e+0)

5.131e+2 (4.573e-1)

1.012

1.000e+3 (0.000e+0)

5.119e+2 (5.686e-1)

1.012

1.000e+3 (0.000e+0)

5.129e+2 (4.329e-1)

1.009

1.000e+3 (0.000e+0)

5.828e+2 (4.109e-1)

1.009

1.000e+3 (0.000e+0)

5.829e+2 (4.789e-1)

1.015

1.000e+3 (0.000e+0)

5.828e+2 (4.647e-1)

1.014

1.000e+3 (0.000e+0)

5.830e+2 (3.825e-1)

1.011

1.000e+3 (0.000e+0)

5.829e+2 (4.258e-1)

1.013

1.000e+3 (0.000e+0)

5.829e+2 (4.089e-1)

1.014

1.000e+3 (0.000e+0)

5.826e+2 (5.448e-1)

1.017

1.000e+3 (0.000e+0)

5.829e+2 (5.521e-1)

1.015

1.000e+3 (0.000e+0)

5.829e+2 (4.826e-1)

1.016

1.000e+3 (0.000e+0)

5.829e+2 (4.324e-1)

1.008

1.000e+3 (0.000e+0)

4.576e+2 (2.835e-1)

1.008

1.000e+3 (0.000e+0)

4.570e+2 (4.158e-1)

1.007

1.000e+3 (0.000e+0)

4.573e+2 (3.965e-1)

1.006

1.000e+3 (0.000e+0)

4.570e+2 (4.628e-1)

1.008

1.000e+3 (0.000e+0)

4.572e+2 (4.040e-1)

1.007

1.000e+3 (0.000e+0)

4.573e+2 (4.339e-1)

1.006

1.000e+3 (0.000e+0)

4.571e+2 (3.681e-1)

1.009

1.000e+3 (0.000e+0)

4.571e+2 (3.787e-1)

1.009

1.000e+3 (0.000e+0)

4.569e+2 (3.782e-1)

1.009

1.000e+3 (0.000e+0)

4.571e+2 (3.826e-1)

1.011

1.000e+3 (0.000e+0)

DEAP_DE

5.401e+2 (4.308e-2)

0.951

1.000e+3 (0.000e+0)

5.393e+2 (4.886e-2)

0.963

1.000e+3 (0.000e+0)

5.430e+2 (2.443e-2)

0.973

1.000e+3 (0.000e+0)

5.440e+2 (2.881e-2)

0.985

1.000e+3 (0.000e+0)

5.393e+2 (3.563e-2)

0.961

1.000e+3 (0.000e+0)

5.400e+2 (2.481e-2)

0.966

1.000e+3 (0.000e+0)

5.408e+2 (3.363e-2)

0.957

1.000e+3 (0.000e+0)

5.377e+2 (6.785e-2)

0.950

1.000e+3 (0.000e+0)

5.403e+2 (2.327e-2)

0.966

1.000e+3 (0.000e+0)

5.433e+2 (3.073e-2)

0.978

1.000e+3 (0.000e+0)

4.817e+2 (4.081e-2)

0.959

1.000e+3 (0.000e+0)

4.817e+2 (3.410e-2)

0.970

1.000e+3 (0.000e+0)

4.827e+2 (1.048e-2)

0.986

1.000e+3 (0.000e+0)

4.804e+2 (5.206e-2)

0.956

1.000e+3 (0.000e+0)

4.794e+2 (3.251e-2)

0.954

1.000e+3 (0.000e+0)

4.800e+2 (2.605e-2)

0.962

1.000e+3 (0.000e+0)

4.817e+2 (2.236e-2)

0.973

1.000e+3 (0.000e+0)

4.811e+2 (3.074e-2)

0.956

1.000e+3 (0.000e+0)

4.826e+2 (3.663e-2)

0.966

1.000e+3 (0.000e+0)

4.817e+2 (4.402e-2)

0.963

1.000e+3 (0.000e+0)

5.495e+2 (1.219e-1)

0.916

1.000e+3 (0.000e+0)

5.513e+2 (1.168e-1)

0.945

1.000e+3 (0.000e+0)

5.508e+2 (5.679e-2)

0.933

1.000e+3 (0.000e+0)

5.521e+2 (8.688e-2)

0.955

1.000e+3 (0.000e+0)

5.515e+2 (9.399e-2)

0.946

1.000e+3 (0.000e+0)

5.509e+2 (7.971e-2)

0.937

1.000e+3 (0.000e+0)

5.499e+2 (1.121e-1)

0.931

1.000e+3 (0.000e+0)

5.499e+2 (8.872e-2)

0.921

1.000e+3 (0.000e+0)

5.515e+2 (1.134e-1)

0.949

1.000e+3 (0.000e+0)

5.511e+2 (9.268e-2)

0.938

1.000e+3 (0.000e+0)

5.258e+2 (4.678e-2)

0.953

1.000e+3 (0.000e+0)

5.307e+2 (7.962e-2)

0.966

1.000e+3 (0.000e+0)

5.283e+2 (8.514e-2)

0.954

1.000e+3 (0.000e+0)

5.292e+2 (1.147e-1)

0.946

1.000e+3 (0.000e+0)

5.288e+2 (7.160e-2)

0.953

1.000e+3 (0.000e+0)

5.280e+2 (5.789e-2)

0.958

1.000e+3 (0.000e+0)

5.265e+2 (9.704e-2)

0.896

1.000e+3 (0.000e+0)

5.286e+2 (7.523e-2)

0.953

1.000e+3 (0.000e+0)

5.283e+2 (6.972e-2)

0.955

1.000e+3 (0.000e+0)

5.337e+2 (6.596e-2)

0.923

1.000e+3 (0.000e+0)

5.311e+2 (5.277e-2)

0.957

1.000e+3 (0.000e+0)

5.303e+2 (6.462e-2)

0.943

1.000e+3 (0.000e+0)

5.304e+2 (2.699e-2)

0.951

1.000e+3 (0.000e+0)

5.311e+2 (6.870e-2)

0.951

1.000e+3 (0.000e+0)

5.304e+2 (4.779e-2)

0.951

1.000e+3 (0.000e+0)

5.301e+2 (4.196e-2)

0.952

1.000e+3 (0.000e+0)

5.321e+2 (3.756e-2)

0.966

1.000e+3 (0.000e+0)

5.315e+2 (3.824e-2)

0.967

1.000e+3 (0.000e+0)

5.308e+2 (3.507e-2)

0.962

1.000e+3 (0.000e+0)

5.301e+2 (5.322e-2)

0.945

1.000e+3 (0.000e+0)

5.082e+2 (8.475e-2)

0.935

1.000e+3 (0.000e+0)

5.083e+2 (1.126e-1)

0.931

1.000e+3 (0.000e+0)

5.105e+2 (1.130e-1)

0.954

1.000e+3 (0.000e+0)

5.097e+2 (8.595e-2)

0.946

1.000e+3 (0.000e+0)

5.082e+2 (1.056e-1)

0.927

1.000e+3 (0.000e+0)

5.109e+2 (1.652e-1)

0.946

1.000e+3 (0.000e+0)

5.100e+2 (7.584e-2)

0.957

1.000e+3 (0.000e+0)

5.104e+2 (1.314e-1)

0.954

1.000e+3 (0.000e+0)

5.085e+2 (9.852e-2)

0.937

1.000e+3 (0.000e+0)

5.102e+2 (7.226e-2)

0.952

1.000e+3 (0.000e+0)

5.803e+2 (5.540e-2)

0.942

1.000e+3 (0.000e+0)

5.799e+2 (4.779e-2)

0.937

1.000e+3 (0.000e+0)

5.805e+2 (4.792e-2)

0.955

1.000e+3 (0.000e+0)

5.805e+2 (4.430e-2)

0.944

1.000e+3 (0.000e+0)

5.802e+2 (4.181e-2)

0.941

1.000e+3 (0.000e+0)

5.798e+2 (6.480e-2)

0.933

1.000e+3 (0.000e+0)

5.793e+2 (5.443e-2)

0.931

1.000e+3 (0.000e+0)

5.799e+2 (6.454e-2)

0.936

1.000e+3 (0.000e+0)

5.801e+2 (3.380e-2)

0.944

1.000e+3 (0.000e+0)

5.810e+2 (2.603e-2)

0.956

1.000e+3 (0.000e+0)

4.554e+2 (4.510e-2)

0.967

1.000e+3 (0.000e+0)

4.548e+2 (3.973e-2)

0.966

1.000e+3 (0.000e+0)

4.556e+2 (3.658e-2)

0.973

1.000e+3 (0.000e+0)

4.545e+2 (4.227e-2)

0.960

1.000e+3 (0.000e+0)

4.549e+2 (3.750e-2)

0.964

1.000e+3 (0.000e+0)

4.552e+2 (4.824e-2)

0.966

1.000e+3 (0.000e+0)

4.547e+2 (4.735e-2)

0.963

1.000e+3 (0.000e+0)

4.545e+2 (4.175e-2)

0.960

1.000e+3 (0.000e+0)

4.545e+2 (3.135e-2)

0.965

1.000e+3 (0.000e+0)

4.544e+2 (4.288e-2)

0.960

1.000e+3 (0.000e+0)

JDE21

5.407e+2 (1.193e-1)

0.976

1.130e+3 (0.000e+0)

5.400e+2 (1.976e-1)

0.980

1.130e+3 (0.000e+0)

5.435e+2 (1.200e-1)

0.987

1.130e+3 (0.000e+0)

5.442e+2 (6.908e-2)

0.992

1.130e+3 (0.000e+0)

5.399e+2 (1.457e-1)

0.978

1.130e+3 (0.000e+0)

5.405e+2 (1.415e-1)

0.982

1.130e+3 (0.000e+0)

5.415e+2 (1.458e-1)

0.981

1.130e+3 (0.000e+0)

5.387e+2 (2.289e-1)

0.974

1.130e+3 (0.000e+0)

5.408e+2 (1.087e-1)

0.981

1.130e+3 (0.000e+0)

5.437e+2 (1.009e-1)

0.990

1.130e+3 (0.000e+0)

4.827e+2 (2.093e-1)

0.979

1.130e+3 (0.000e+0)

4.822e+2 (1.566e-1)

0.983

1.130e+3 (0.000e+0)

4.830e+2 (8.138e-2)

0.991

1.130e+3 (0.000e+0)

4.815e+2 (2.359e-1)

0.979

1.130e+3 (0.000e+0)

4.804e+2 (1.950e-1)

0.976

1.130e+3 (0.000e+0)

4.807e+2 (1.958e-1)

0.979

1.130e+3 (0.000e+0)

4.822e+2 (1.198e-1)

0.985

1.130e+3 (0.000e+0)

4.821e+2 (2.033e-1)

0.977

1.130e+3 (0.000e+0)

4.833e+2 (1.865e-1)

0.983

1.130e+3 (0.000e+0)

4.825e+2 (1.747e-1)

0.981

1.130e+3 (0.000e+0)

5.511e+2 (3.938e-1)

0.959

1.130e+3 (0.000e+0)

5.523e+2 (3.000e-1)

0.973

1.130e+3 (0.000e+0)

5.519e+2 (3.301e-1)

0.963

1.130e+3 (0.000e+0)

5.530e+2 (2.218e-1)

0.977

1.130e+3 (0.000e+0)

5.524e+2 (2.927e-1)

0.970

1.130e+3 (0.000e+0)

5.520e+2 (2.590e-1)

0.967

1.130e+3 (0.000e+0)

5.511e+2 (2.739e-1)

0.963

1.130e+3 (0.000e+0)

5.514e+2 (3.522e-1)

0.959

1.130e+3 (0.000e+0)

5.524e+2 (2.752e-1)

0.972

1.130e+3 (0.000e+0)

5.521e+2 (3.231e-1)

0.966

1.130e+3 (0.000e+0)

5.267e+2 (2.708e-1)

0.971

1.130e+3 (0.000e+0)

5.315e+2 (2.497e-1)

0.980

1.130e+3 (0.000e+0)

5.294e+2 (2.590e-1)

0.976

1.130e+3 (0.000e+0)

5.302e+2 (3.053e-1)

0.970

1.130e+3 (0.000e+0)

5.300e+2 (2.764e-1)

0.975

1.130e+3 (0.000e+0)

5.290e+2 (2.330e-1)

0.977

1.130e+3 (0.000e+0)

5.276e+2 (2.512e-1)

0.941

1.130e+3 (0.000e+0)

5.297e+2 (2.900e-1)

0.974

1.130e+3 (0.000e+0)

5.294e+2 (2.798e-1)

0.976

1.130e+3 (0.000e+0)

5.343e+2 (1.523e-1)

0.955

1.130e+3 (0.000e+0)

5.320e+2 (1.947e-1)

0.978

1.130e+3 (0.000e+0)

5.316e+2 (3.861e-1)

0.973

1.130e+3 (0.000e+0)

5.313e+2 (2.310e-1)

0.973

1.130e+3 (0.000e+0)

5.323e+2 (2.914e-1)

0.977

1.130e+3 (0.000e+0)

5.313e+2 (1.880e-1)

0.972

1.130e+3 (0.000e+0)

5.309e+2 (1.969e-1)

0.971

1.130e+3 (0.000e+0)

5.328e+2 (1.534e-1)

0.981

1.130e+3 (0.000e+0)

5.321e+2 (1.572e-1)

0.982

1.130e+3 (0.000e+0)

5.315e+2 (2.015e-1)

0.978

1.130e+3 (0.000e+0)

5.313e+2 (2.364e-1)

0.973

1.130e+3 (0.000e+0)

5.097e+2 (3.470e-1)

0.969

1.130e+3 (0.000e+0)

5.098e+2 (2.941e-1)

0.966

1.130e+3 (0.000e+0)

5.116e+2 (2.854e-1)

0.980

1.130e+3 (0.000e+0)

5.110e+2 (2.807e-1)

0.974

1.130e+3 (0.000e+0)

5.100e+2 (4.490e-1)

0.966

1.130e+3 (0.000e+0)

5.125e+2 (3.301e-1)

0.980

1.130e+3 (0.000e+0)

5.110e+2 (2.808e-1)

0.981

1.130e+3 (0.000e+0)

5.118e+2 (2.575e-1)

0.984

1.130e+3 (0.000e+0)

5.099e+2 (3.075e-1)

0.968

1.130e+3 (0.000e+0)

5.114e+2 (2.538e-1)

0.978

1.130e+3 (0.000e+0)

5.813e+2 (2.421e-1)

0.969

1.130e+3 (0.000e+0)

5.811e+2 (2.205e-1)

0.967

1.130e+3 (0.000e+0)

5.814e+2 (2.300e-1)

0.978

1.130e+3 (0.000e+0)

5.815e+2 (2.329e-1)

0.971

1.130e+3 (0.000e+0)

5.813e+2 (2.347e-1)

0.972

1.130e+3 (0.000e+0)

5.811e+2 (2.977e-1)

0.967

1.130e+3 (0.000e+0)

5.806e+2 (3.307e-1)

0.965

1.130e+3 (0.000e+0)

5.811e+2 (2.794e-1)

0.967

1.130e+3 (0.000e+0)

5.812e+2 (3.081e-1)

0.972

1.130e+3 (0.000e+0)

5.817e+2 (2.094e-1)

0.977

1.130e+3 (0.000e+0)

4.563e+2 (2.161e-1)

0.984

1.130e+3 (0.000e+0)

4.557e+2 (1.917e-1)

0.982

1.130e+3 (0.000e+0)

4.562e+2 (1.567e-1)

0.985

1.130e+3 (0.000e+0)

4.555e+2 (2.204e-1)

0.980

1.130e+3 (0.000e+0)

4.559e+2 (1.925e-1)

0.981

1.130e+3 (0.000e+0)

4.561e+2 (1.973e-1)

0.983

1.130e+3 (0.000e+0)

4.557e+2 (1.866e-1)

0.981

1.130e+3 (0.000e+0)

4.556e+2 (2.597e-1)

0.981

1.130e+3 (0.000e+0)

4.553e+2 (2.133e-1)

0.980

1.130e+3 (0.000e+0)

4.554e+2 (1.934e-1)

0.979

1.130e+3 (0.000e+0)

MadDE

5.406e+2 (3.385e-1)

0.976

1.003e+3 (0.000e+0)

5.404e+2 (3.762e-1)

0.991

1.003e+3 (0.000e+0)

5.437e+2 (2.415e-1)

0.991

1.003e+3 (0.000e+0)

5.443e+2 (1.759e-1)

0.993

1.003e+3 (0.000e+0)

5.399e+2 (5.111e-1)

0.979

1.003e+3 (0.000e+0)

5.407e+2 (3.446e-1)

0.987

1.003e+3 (0.000e+0)

5.418e+2 (2.712e-1)

0.991

1.003e+3 (0.000e+0)

5.391e+2 (5.617e-1)

0.985

1.003e+3 (0.000e+0)

5.409e+2 (3.091e-1)

0.984

1.003e+3 (0.000e+0)

5.439e+2 (2.809e-1)

0.994

1.003e+3 (0.000e+0)

4.830e+2 (3.384e-1)

0.987

1.003e+3 (0.000e+0)

4.819e+2 (4.696e-1)

0.974

1.003e+3 (0.000e+0)

4.823e+2 (4.779e-1)

0.977

1.003e+3 (0.000e+0)

4.815e+2 (5.292e-1)

0.981

1.003e+3 (0.000e+0)

4.804e+2 (4.883e-1)

0.976

1.003e+3 (0.000e+0)

4.805e+2 (5.591e-1)

0.975

1.003e+3 (0.000e+0)

4.818e+2 (4.554e-1)

0.975

1.003e+3 (0.000e+0)

4.824e+2 (3.979e-1)

0.984

1.003e+3 (0.000e+0)

4.836e+2 (2.986e-1)

0.989

1.003e+3 (0.000e+0)

4.827e+2 (3.070e-1)

0.986

1.003e+3 (0.000e+0)

5.517e+2 (7.731e-1)

0.975

1.003e+3 (0.000e+0)

5.526e+2 (5.698e-1)

0.979

1.003e+3 (0.000e+0)

5.525e+2 (6.681e-1)

0.979

1.003e+3 (0.000e+0)

5.532e+2 (5.714e-1)

0.981

1.003e+3 (0.000e+0)

5.525e+2 (6.897e-1)

0.972

1.003e+3 (0.000e+0)

5.524e+2 (6.232e-1)

0.977

1.003e+3 (0.000e+0)

5.516e+2 (5.952e-1)

0.975

1.003e+3 (0.000e+0)

5.522e+2 (6.644e-1)

0.980

1.003e+3 (0.000e+0)

5.527e+2 (5.701e-1)

0.979

1.003e+3 (0.000e+0)

5.526e+2 (6.145e-1)

0.978

1.003e+3 (0.000e+0)

5.272e+2 (6.909e-1)

0.979

1.003e+3 (0.000e+0)

5.320e+2 (6.387e-1)

0.988

1.003e+3 (0.000e+0)

5.301e+2 (7.381e-1)

0.988

1.003e+3 (0.000e+0)

5.309e+2 (5.004e-1)

0.987

1.003e+3 (0.000e+0)

5.307e+2 (4.769e-1)

0.989

1.003e+3 (0.000e+0)

5.295e+2 (6.227e-1)

0.985

1.003e+3 (0.000e+0)

5.280e+2 (6.326e-1)

0.957

1.003e+3 (0.000e+0)

5.303e+2 (5.798e-1)

0.985

1.003e+3 (0.000e+0)

5.303e+2 (5.417e-1)

0.992

1.003e+3 (0.000e+0)

5.347e+2 (3.276e-1)

0.978

1.003e+3 (0.000e+0)

5.315e+2 (7.410e-1)

0.966

1.003e+3 (0.000e+0)

5.316e+2 (5.255e-1)

0.974

1.003e+3 (0.000e+0)

5.312e+2 (7.659e-1)

0.971

1.003e+3 (0.000e+0)

5.320e+2 (5.752e-1)

0.971

1.003e+3 (0.000e+0)

5.311e+2 (6.825e-1)

0.968

1.003e+3 (0.000e+0)

5.308e+2 (5.910e-1)

0.968

1.003e+3 (0.000e+0)

5.323e+2 (5.190e-1)

0.971

1.003e+3 (0.000e+0)

5.313e+2 (6.246e-1)

0.963

1.003e+3 (0.000e+0)

5.308e+2 (8.211e-1)

0.962

1.003e+3 (0.000e+0)

5.311e+2 (7.239e-1)

0.967

1.003e+3 (0.000e+0)

5.102e+2 (6.696e-1)

0.979

1.003e+3 (0.000e+0)

5.103e+2 (7.116e-1)

0.977

1.003e+3 (0.000e+0)

5.119e+2 (4.865e-1)

0.985

1.003e+3 (0.000e+0)

5.113e+2 (6.233e-1)

0.979

1.003e+3 (0.000e+0)

5.107e+2 (6.143e-1)

0.980

1.003e+3 (0.000e+0)

5.127e+2 (4.691e-1)

0.984

1.003e+3 (0.000e+0)

5.110e+2 (5.432e-1)

0.980

1.003e+3 (0.000e+0)

5.120e+2 (3.953e-1)

0.988

1.003e+3 (0.000e+0)

5.104e+2 (5.955e-1)

0.979

1.003e+3 (0.000e+0)

5.117e+2 (4.893e-1)

0.983

1.003e+3 (0.000e+0)

5.814e+2 (6.733e-1)

0.970

1.003e+3 (0.000e+0)

5.812e+2 (5.337e-1)

0.971

1.003e+3 (0.000e+0)

5.812e+2 (4.967e-1)

0.971

1.003e+3 (0.000e+0)

5.816e+2 (6.231e-1)

0.972

1.003e+3 (0.000e+0)

5.814e+2 (6.199e-1)

0.973

1.003e+3 (0.000e+0)

5.813e+2 (6.921e-1)

0.972

1.003e+3 (0.000e+0)

5.810e+2 (5.074e-1)

0.974

1.003e+3 (0.000e+0)

5.814e+2 (5.749e-1)

0.975

1.003e+3 (0.000e+0)

5.812e+2 (5.847e-1)

0.971

1.003e+3 (0.000e+0)

5.816e+2 (5.321e-1)

0.973

1.003e+3 (0.000e+0)

4.567e+2 (3.003e-1)

0.991

1.003e+3 (0.000e+0)

4.560e+2 (4.435e-1)

0.989

1.003e+3 (0.000e+0)

4.564e+2 (3.827e-1)

0.989

1.003e+3 (0.000e+0)

4.559e+2 (4.486e-1)

0.988

1.003e+3 (0.000e+0)

4.563e+2 (4.001e-1)

0.989

1.003e+3 (0.000e+0)

4.564e+2 (4.181e-1)

0.989

1.003e+3 (0.000e+0)

4.558e+2 (4.762e-1)

0.985

1.003e+3 (0.000e+0)

4.561e+2 (3.633e-1)

0.990

1.003e+3 (0.000e+0)

4.556e+2 (4.340e-1)

0.984

1.003e+3 (0.000e+0)

4.558e+2 (4.564e-1)

0.987

1.003e+3 (0.000e+0)

NL_SHADE_LBC

5.405e+2 (2.235e-1)

0.969

1.003e+3 (0.000e+0)

5.398e+2 (2.138e-1)

0.976

1.003e+3 (0.000e+0)

5.434e+2 (1.339e-1)

0.984

1.003e+3 (0.000e+0)

5.442e+2 (1.141e-1)

0.990

1.003e+3 (0.000e+0)

5.395e+2 (2.521e-1)

0.968

1.003e+3 (0.000e+0)

5.404e+2 (2.270e-1)

0.977

1.003e+3 (0.000e+0)

5.414e+2 (1.966e-1)

0.977

1.003e+3 (0.000e+0)

5.383e+2 (4.683e-1)

0.964

1.003e+3 (0.000e+0)

5.407e+2 (1.782e-1)

0.977

1.003e+3 (0.000e+0)

5.436e+2 (1.467e-1)

0.987

1.003e+3 (0.000e+0)

4.825e+2 (2.565e-1)

0.976

1.003e+3 (0.000e+0)

4.820e+2 (2.836e-1)

0.977

1.003e+3 (0.000e+0)

4.826e+2 (2.497e-1)

0.982

1.003e+3 (0.000e+0)

4.811e+2 (2.480e-1)

0.972

1.003e+3 (0.000e+0)

4.801e+2 (3.174e-1)

0.969

1.003e+3 (0.000e+0)

4.804e+2 (2.815e-1)

0.970

1.003e+3 (0.000e+0)

4.819e+2 (2.268e-1)

0.979

1.003e+3 (0.000e+0)

4.818e+2 (3.093e-1)

0.972

1.003e+3 (0.000e+0)

4.832e+2 (2.224e-1)

0.980

1.003e+3 (0.000e+0)

4.823e+2 (2.757e-1)

0.977

1.003e+3 (0.000e+0)

5.507e+2 (5.560e-1)

0.949

1.003e+3 (0.000e+0)

5.520e+2 (3.664e-1)

0.965

1.003e+3 (0.000e+0)

5.517e+2 (3.736e-1)

0.959

1.003e+3 (0.000e+0)

5.527e+2 (3.342e-1)

0.970

1.003e+3 (0.000e+0)

5.520e+2 (3.568e-1)

0.960

1.003e+3 (0.000e+0)

5.519e+2 (3.949e-1)

0.964

1.003e+3 (0.000e+0)

5.508e+2 (4.410e-1)

0.953

1.003e+3 (0.000e+0)

5.510e+2 (5.116e-1)

0.948

1.003e+3 (0.000e+0)

5.522e+2 (3.754e-1)

0.965

1.003e+3 (0.000e+0)

5.519e+2 (3.968e-1)

0.959

1.003e+3 (0.000e+0)

5.266e+2 (3.541e-1)

0.968

1.003e+3 (0.000e+0)

5.315e+2 (3.504e-1)

0.980

1.003e+3 (0.000e+0)

5.293e+2 (4.223e-1)

0.974

1.003e+3 (0.000e+0)

5.301e+2 (2.953e-1)

0.967

1.003e+3 (0.000e+0)

5.299e+2 (3.830e-1)

0.974

1.003e+3 (0.000e+0)

5.289e+2 (4.328e-1)

0.974

1.003e+3 (0.000e+0)

5.274e+2 (4.738e-1)

0.933

1.003e+3 (0.000e+0)

5.296e+2 (3.853e-1)

0.972

1.003e+3 (0.000e+0)

5.294e+2 (2.788e-1)

0.975

1.003e+3 (0.000e+0)

5.343e+2 (1.959e-1)

0.959

1.003e+3 (0.000e+0)

5.316e+2 (3.956e-1)

0.969

1.003e+3 (0.000e+0)

5.312e+2 (4.196e-1)

0.964

1.003e+3 (0.000e+0)

5.309e+2 (3.609e-1)

0.962

1.003e+3 (0.000e+0)

5.319e+2 (3.562e-1)

0.969

1.003e+3 (0.000e+0)

5.309e+2 (4.133e-1)

0.962

1.003e+3 (0.000e+0)

5.304e+2 (4.348e-1)

0.959

1.003e+3 (0.000e+0)

5.324e+2 (3.350e-1)

0.972

1.003e+3 (0.000e+0)

5.316e+2 (4.358e-1)

0.969

1.003e+3 (0.000e+0)

5.310e+2 (3.803e-1)

0.966

1.003e+3 (0.000e+0)

5.308e+2 (4.181e-1)

0.961

1.003e+3 (0.000e+0)

5.093e+2 (3.831e-1)

0.959

1.003e+3 (0.000e+0)

5.096e+2 (3.988e-1)

0.962

1.003e+3 (0.000e+0)

5.112e+2 (3.894e-1)

0.970

1.003e+3 (0.000e+0)

5.107e+2 (3.966e-1)

0.967

1.003e+3 (0.000e+0)

5.096e+2 (5.321e-1)

0.957

1.003e+3 (0.000e+0)

5.115e+2 (6.216e-1)

0.958

1.003e+3 (0.000e+0)

5.104e+2 (5.311e-1)

0.966

1.003e+3 (0.000e+0)

5.107e+2 (6.780e-1)

0.961

1.003e+3 (0.000e+0)

5.097e+2 (3.999e-1)

0.964

1.003e+3 (0.000e+0)

5.111e+2 (4.546e-1)

0.970

1.003e+3 (0.000e+0)

5.811e+2 (3.657e-1)

0.964

1.003e+3 (0.000e+0)

5.809e+2 (3.370e-1)

0.962

1.003e+3 (0.000e+0)

5.811e+2 (2.832e-1)

0.971

1.003e+3 (0.000e+0)

5.813e+2 (3.171e-1)

0.965

1.003e+3 (0.000e+0)

5.810e+2 (3.560e-1)

0.962

1.003e+3 (0.000e+0)

5.809e+2 (4.005e-1)

0.960

1.003e+3 (0.000e+0)

5.802e+2 (3.685e-1)

0.955

1.003e+3 (0.000e+0)

5.808e+2 (4.553e-1)

0.960

1.003e+3 (0.000e+0)

5.809e+2 (3.182e-1)

0.964

1.003e+3 (0.000e+0)

5.815e+2 (3.470e-1)

0.970

1.003e+3 (0.000e+0)

4.561e+2 (3.011e-1)

0.981

1.003e+3 (0.000e+0)

4.554e+2 (2.997e-1)

0.977

1.003e+3 (0.000e+0)

4.560e+2 (2.439e-1)

0.981

1.003e+3 (0.000e+0)

4.552e+2 (3.102e-1)

0.974

1.003e+3 (0.000e+0)

4.557e+2 (2.804e-1)

0.978

1.003e+3 (0.000e+0)

4.559e+2 (2.341e-1)

0.980

1.003e+3 (0.000e+0)

4.554e+2 (2.785e-1)

0.976

1.003e+3 (0.000e+0)

4.553e+2 (3.238e-1)

0.975

1.003e+3 (0.000e+0)

4.552e+2 (2.885e-1)

0.977

1.003e+3 (0.000e+0)

4.552e+2 (3.486e-1)

0.975

1.003e+3 (0.000e+0)

DEAP_PSO

5.401e+2 (1.168e-1)

0.949

1.000e+3 (0.000e+0)

5.393e+2 (1.252e-1)

0.962

1.000e+3 (0.000e+0)

5.430e+2 (6.015e-2)

0.972

1.000e+3 (0.000e+0)

5.439e+2 (5.545e-2)

0.984

1.000e+3 (0.000e+0)

5.393e+2 (1.062e-1)

0.961

1.000e+3 (0.000e+0)

5.400e+2 (7.941e-2)

0.966

1.000e+3 (0.000e+0)

5.408e+2 (7.343e-2)

0.955

1.000e+3 (0.000e+0)

5.377e+2 (1.562e-1)

0.950

1.000e+3 (0.000e+0)

5.403e+2 (9.135e-2)

0.965

1.000e+3 (0.000e+0)

5.432e+2 (3.170e-2)

0.977

1.000e+3 (0.000e+0)

4.817e+2 (1.067e-1)

0.958

1.000e+3 (0.000e+0)

4.816e+2 (1.103e-1)

0.969

1.000e+3 (0.000e+0)

4.827e+2 (3.905e-2)

0.986

1.000e+3 (0.000e+0)

4.804e+2 (1.059e-1)

0.955

1.000e+3 (0.000e+0)

4.794e+2 (9.392e-2)

0.953

1.000e+3 (0.000e+0)

4.800e+2 (1.101e-1)

0.962

1.000e+3 (0.000e+0)

4.816e+2 (5.510e-2)

0.973

1.000e+3 (0.000e+0)

4.810e+2 (8.924e-2)

0.955

1.000e+3 (0.000e+0)

4.825e+2 (3.044e-2)

0.964

1.000e+3 (0.000e+0)

4.816e+2 (1.870e-1)

0.962

1.000e+3 (0.000e+0)

5.493e+2 (1.932e-1)

0.912

1.000e+3 (0.000e+0)

5.512e+2 (1.813e-1)

0.942

1.000e+3 (0.000e+0)

5.507e+2 (2.045e-1)

0.932

1.000e+3 (0.000e+0)

5.520e+2 (1.321e-1)

0.952

1.000e+3 (0.000e+0)

5.514e+2 (1.492e-1)

0.943

1.000e+3 (0.000e+0)

5.508e+2 (6.836e-2)

0.935

1.000e+3 (0.000e+0)

5.498e+2 (2.309e-1)

0.927

1.000e+3 (0.000e+0)

5.499e+2 (1.881e-1)

0.918

1.000e+3 (0.000e+0)

5.514e+2 (7.706e-2)

0.944

1.000e+3 (0.000e+0)

5.510e+2 (1.291e-1)

0.936

1.000e+3 (0.000e+0)

5.258e+2 (6.987e-2)

0.952

1.000e+3 (0.000e+0)

5.307e+2 (1.693e-1)

0.966

1.000e+3 (0.000e+0)

5.282e+2 (1.898e-1)

0.953

1.000e+3 (0.000e+0)

5.291e+2 (1.960e-1)

0.944

1.000e+3 (0.000e+0)

5.287e+2 (2.170e-1)

0.952

1.000e+3 (0.000e+0)

5.280e+2 (1.311e-1)

0.957

1.000e+3 (0.000e+0)

5.264e+2 (2.018e-1)

0.892

1.000e+3 (0.000e+0)

5.285e+2 (9.986e-2)

0.951

1.000e+3 (0.000e+0)

5.283e+2 (1.888e-1)

0.954

1.000e+3 (0.000e+0)

5.336e+2 (8.678e-2)

0.918

1.000e+3 (0.000e+0)

5.310e+2 (9.236e-2)

0.956

1.000e+3 (0.000e+0)

5.303e+2 (2.212e-1)

0.942

1.000e+3 (0.000e+0)

5.304e+2 (4.420e-2)

0.950

1.000e+3 (0.000e+0)

5.311e+2 (1.317e-1)

0.949

1.000e+3 (0.000e+0)

5.304e+2 (9.291e-2)

0.950

1.000e+3 (0.000e+0)

5.301e+2 (8.921e-2)

0.951

1.000e+3 (0.000e+0)

5.321e+2 (1.235e-1)

0.966

1.000e+3 (0.000e+0)

5.315e+2 (1.337e-1)

0.967

1.000e+3 (0.000e+0)

5.308e+2 (1.031e-1)

0.962

1.000e+3 (0.000e+0)

5.301e+2 (1.541e-1)

0.944

1.000e+3 (0.000e+0)

5.081e+2 (1.717e-1)

0.933

1.000e+3 (0.000e+0)

5.082e+2 (2.968e-1)

0.929

1.000e+3 (0.000e+0)

5.104e+2 (2.496e-1)

0.953

1.000e+3 (0.000e+0)

5.096e+2 (1.544e-1)

0.943

1.000e+3 (0.000e+0)

5.082e+2 (3.606e-1)

0.926

1.000e+3 (0.000e+0)

5.109e+2 (5.607e-1)

0.945

1.000e+3 (0.000e+0)

5.101e+2 (4.561e-1)

0.960

1.000e+3 (0.000e+0)

5.103e+2 (2.320e-1)

0.953

1.000e+3 (0.000e+0)

5.084e+2 (9.710e-2)

0.934

1.000e+3 (0.000e+0)

5.102e+2 (2.047e-1)

0.951

1.000e+3 (0.000e+0)

5.802e+2 (1.341e-1)

0.940

1.000e+3 (0.000e+0)

5.799e+2 (1.651e-1)

0.936

1.000e+3 (0.000e+0)

5.805e+2 (5.578e-2)

0.954

1.000e+3 (0.000e+0)

5.805e+2 (1.043e-1)

0.943

1.000e+3 (0.000e+0)

5.801e+2 (9.621e-2)

0.940

1.000e+3 (0.000e+0)

5.797e+2 (9.316e-2)

0.931

1.000e+3 (0.000e+0)

5.793e+2 (1.973e-1)

0.930

1.000e+3 (0.000e+0)

5.798e+2 (2.138e-1)

0.935

1.000e+3 (0.000e+0)

5.801e+2 (1.491e-1)

0.943

1.000e+3 (0.000e+0)

5.810e+2 (1.002e-1)

0.956

1.000e+3 (0.000e+0)

4.553e+2 (1.008e-1)

0.965

1.000e+3 (0.000e+0)

4.548e+2 (1.516e-1)

0.966

1.000e+3 (0.000e+0)

4.555e+2 (6.274e-2)

0.972

1.000e+3 (0.000e+0)

4.544e+2 (1.006e-1)

0.960

1.000e+3 (0.000e+0)

4.549e+2 (1.601e-1)

0.963

1.000e+3 (0.000e+0)

4.552e+2 (1.661e-1)

0.966

1.000e+3 (0.000e+0)

4.547e+2 (1.797e-1)

0.964

1.000e+3 (0.000e+0)

4.545e+2 (1.304e-1)

0.959

1.000e+3 (0.000e+0)

4.545e+2 (6.529e-2)

0.964

1.000e+3 (0.000e+0)

4.544e+2 (1.786e-1)

0.960

1.000e+3 (0.000e+0)

GL_PSO

5.408e+2 (1.316e-1)

0.985

1.000e+3 (0.000e+0)

5.402e+2 (2.286e-1)

0.984

1.000e+3 (0.000e+0)

5.436e+2 (1.115e-1)

0.990

1.000e+3 (0.000e+0)

5.443e+2 (7.966e-2)

0.993

1.000e+3 (0.000e+0)

5.400e+2 (1.606e-1)

0.982

1.000e+3 (0.000e+0)

5.407e+2 (1.593e-1)

0.988

1.000e+3 (0.000e+0)

5.417e+2 (1.707e-1)

0.988

1.000e+3 (0.000e+0)

5.389e+2 (2.970e-1)

0.981

1.000e+3 (0.000e+0)

5.410e+2 (1.622e-1)

0.989

1.000e+3 (0.000e+0)

5.438e+2 (1.357e-1)

0.992

1.000e+3 (0.000e+0)

4.828e+2 (2.598e-1)

0.983

1.000e+3 (0.000e+0)

4.824e+2 (1.581e-1)

0.987

1.000e+3 (0.000e+0)

4.830e+2 (9.073e-2)

0.992

1.000e+3 (0.000e+0)

4.817e+2 (2.984e-1)

0.985

1.000e+3 (0.000e+0)

4.806e+2 (2.368e-1)

0.981

1.000e+3 (0.000e+0)

4.809e+2 (2.132e-1)

0.982

1.000e+3 (0.000e+0)

4.824e+2 (1.693e-1)

0.989

1.000e+3 (0.000e+0)

4.823e+2 (1.994e-1)

0.983

1.000e+3 (0.000e+0)

4.835e+2 (1.822e-1)

0.986

1.000e+3 (0.000e+0)

4.827e+2 (2.469e-1)

0.986

1.000e+3 (0.000e+0)

5.513e+2 (5.324e-1)

0.965

1.000e+3 (0.000e+0)

5.526e+2 (2.895e-1)

0.981

1.000e+3 (0.000e+0)

5.522e+2 (3.349e-1)

0.972

1.000e+3 (0.000e+0)

5.532e+2 (2.462e-1)

0.982

1.000e+3 (0.000e+0)

5.525e+2 (2.774e-1)

0.973

1.000e+3 (0.000e+0)

5.524e+2 (3.906e-1)

0.977

1.000e+3 (0.000e+0)

5.514e+2 (3.940e-1)

0.970

1.000e+3 (0.000e+0)

5.518e+2 (4.300e-1)

0.970

1.000e+3 (0.000e+0)

5.526e+2 (2.974e-1)

0.977

1.000e+3 (0.000e+0)

5.523e+2 (3.248e-1)

0.970

1.000e+3 (0.000e+0)

5.268e+2 (3.138e-1)

0.972

1.000e+3 (0.000e+0)

5.317e+2 (2.352e-1)

0.984

1.000e+3 (0.000e+0)

5.297e+2 (3.297e-1)

0.981

1.000e+3 (0.000e+0)

5.303e+2 (3.348e-1)

0.973

1.000e+3 (0.000e+0)

5.303e+2 (3.699e-1)

0.982

1.000e+3 (0.000e+0)

5.292e+2 (3.338e-1)

0.980

1.000e+3 (0.000e+0)

5.279e+2 (3.556e-1)

0.952

1.000e+3 (0.000e+0)

5.299e+2 (4.532e-1)

0.978

1.000e+3 (0.000e+0)

5.297e+2 (3.570e-1)

0.981

1.000e+3 (0.000e+0)

5.345e+2 (1.538e-1)

0.968

1.000e+3 (0.000e+0)

5.322e+2 (2.306e-1)

0.984

1.000e+3 (0.000e+0)

5.317e+2 (2.829e-1)

0.977

1.000e+3 (0.000e+0)

5.316e+2 (2.810e-1)

0.978

1.000e+3 (0.000e+0)

5.325e+2 (2.425e-1)

0.982

1.000e+3 (0.000e+0)

5.315e+2 (2.355e-1)

0.977

1.000e+3 (0.000e+0)

5.310e+2 (2.537e-1)

0.974

1.000e+3 (0.000e+0)

5.329e+2 (1.768e-1)

0.985

1.000e+3 (0.000e+0)

5.323e+2 (1.777e-1)

0.986

1.000e+3 (0.000e+0)

5.317e+2 (2.632e-1)

0.983

1.000e+3 (0.000e+0)

5.315e+2 (3.428e-1)

0.978

1.000e+3 (0.000e+0)

5.100e+2 (3.531e-1)

0.976

1.000e+3 (0.000e+0)

5.104e+2 (4.235e-1)

0.978

1.000e+3 (0.000e+0)

5.117e+2 (2.998e-1)

0.982

1.000e+3 (0.000e+0)

5.113e+2 (3.115e-1)

0.981

1.000e+3 (0.000e+0)

5.103e+2 (3.815e-1)

0.971

1.000e+3 (0.000e+0)

5.128e+2 (3.658e-1)

0.985

1.000e+3 (0.000e+0)

5.113e+2 (3.832e-1)

0.987

1.000e+3 (0.000e+0)

5.118e+2 (2.893e-1)

0.984

1.000e+3 (0.000e+0)

5.104e+2 (3.832e-1)

0.978

1.000e+3 (0.000e+0)

5.116e+2 (2.884e-1)

0.982

1.000e+3 (0.000e+0)

5.816e+2 (3.012e-1)

0.977

1.000e+3 (0.000e+0)

5.814e+2 (2.873e-1)

0.975

1.000e+3 (0.000e+0)

5.815e+2 (2.127e-1)

0.981

1.000e+3 (0.000e+0)

5.818e+2 (2.429e-1)

0.978

1.000e+3 (0.000e+0)

5.816e+2 (2.853e-1)

0.978

1.000e+3 (0.000e+0)

5.815e+2 (2.732e-1)

0.977

1.000e+3 (0.000e+0)

5.810e+2 (3.743e-1)

0.975

1.000e+3 (0.000e+0)

5.813e+2 (3.047e-1)

0.974

1.000e+3 (0.000e+0)

5.814e+2 (2.597e-1)

0.978

1.000e+3 (0.000e+0)

5.819e+2 (1.993e-1)

0.980

1.000e+3 (0.000e+0)

4.565e+2 (1.979e-1)

0.988

1.000e+3 (0.000e+0)

4.558e+2 (2.348e-1)

0.986

1.000e+3 (0.000e+0)

4.564e+2 (2.115e-1)

0.989

1.000e+3 (0.000e+0)

4.557e+2 (2.668e-1)

0.985

1.000e+3 (0.000e+0)

4.562e+2 (2.507e-1)

0.987

1.000e+3 (0.000e+0)

4.563e+2 (2.350e-1)

0.987

1.000e+3 (0.000e+0)

4.559e+2 (2.228e-1)

0.987

1.000e+3 (0.000e+0)

4.558e+2 (2.222e-1)

0.985

1.000e+3 (0.000e+0)

4.556e+2 (2.527e-1)

0.985

1.000e+3 (0.000e+0)

4.557e+2 (2.581e-1)

0.985

1.000e+3 (0.000e+0)

sDMS_PSO

5.411e+2 (2.089e-1)

0.996

1.089e+3 (0.000e+0)

5.407e+2 (4.116e-1)

0.997

1.089e+3 (0.000e+0)

5.439e+2 (1.839e-1)

0.997

1.089e+3 (0.000e+0)

5.445e+2 (1.210e-1)

0.998

1.089e+3 (0.000e+0)

5.403e+2 (3.141e-1)

0.992

1.089e+3 (0.000e+0)

5.410e+2 (2.326e-1)

0.996

1.089e+3 (0.000e+0)

5.420e+2 (2.696e-1)

0.999

1.089e+3 (0.000e+0)

5.396e+2 (5.160e-1)

0.998

1.089e+3 (0.000e+0)

5.413e+2 (2.108e-1)

0.996

1.089e+3 (0.000e+0)

5.441e+2 (1.606e-1)

1.000

1.089e+3 (0.000e+0)

4.835e+2 (2.919e-1)

0.998

1.089e+3 (0.000e+0)

4.829e+2 (2.243e-1)

0.996

1.089e+3 (0.000e+0)

4.832e+2 (1.616e-1)

0.996

1.089e+3 (0.000e+0)

4.824e+2 (4.152e-1)

0.999

1.089e+3 (0.000e+0)

4.813e+2 (3.996e-1)

0.996

1.089e+3 (0.000e+0)

4.814e+2 (3.045e-1)

0.994

1.089e+3 (0.000e+0)

4.827e+2 (2.290e-1)

0.995

1.089e+3 (0.000e+0)

4.830e+2 (3.662e-1)

0.998

1.089e+3 (0.000e+0)

4.841e+2 (2.882e-1)

0.998

1.089e+3 (0.000e+0)

4.833e+2 (2.966e-1)

0.998

1.089e+3 (0.000e+0)

5.526e+2 (7.619e-1)

0.998

1.089e+3 (0.000e+0)

5.533e+2 (4.782e-1)

0.997

1.089e+3 (0.000e+0)

5.532e+2 (5.050e-1)

0.997

1.089e+3 (0.000e+0)

5.536e+2 (4.132e-1)

0.992

1.089e+3 (0.000e+0)

5.532e+2 (4.019e-1)

0.991

1.089e+3 (0.000e+0)

5.532e+2 (4.955e-1)

0.997

1.089e+3 (0.000e+0)

5.523e+2 (7.131e-1)

0.993

1.089e+3 (0.000e+0)

5.530e+2 (5.869e-1)

1.000

1.089e+3 (0.000e+0)

5.532e+2 (4.355e-1)

0.993

1.089e+3 (0.000e+0)

5.532e+2 (5.285e-1)

0.993

1.089e+3 (0.000e+0)

5.280e+2 (7.655e-1)

0.997

1.089e+3 (0.000e+0)

5.325e+2 (5.023e-1)

0.998

1.089e+3 (0.000e+0)

5.307e+2 (6.129e-1)

1.000

1.089e+3 (0.000e+0)

5.315e+2 (5.243e-1)

1.000

1.089e+3 (0.000e+0)

5.312e+2 (5.557e-1)

0.998

1.089e+3 (0.000e+0)

5.300e+2 (5.848e-1)

0.995

1.089e+3 (0.000e+0)

5.288e+2 (6.079e-1)

0.988

1.089e+3 (0.000e+0)

5.308e+2 (5.956e-1)

0.995

1.089e+3 (0.000e+0)

5.309e+2 (6.875e-1)

1.002

1.089e+3 (0.000e+0)

5.349e+2 (3.019e-1)

0.991

1.089e+3 (0.000e+0)

5.327e+2 (4.257e-1)

0.994

1.089e+3 (0.000e+0)

5.325e+2 (5.077e-1)

0.996

1.089e+3 (0.000e+0)

5.323e+2 (4.228e-1)

0.996

1.089e+3 (0.000e+0)

5.330e+2 (3.743e-1)

0.995

1.089e+3 (0.000e+0)

5.321e+2 (3.768e-1)

0.991

1.089e+3 (0.000e+0)

5.319e+2 (5.619e-1)

0.996

1.089e+3 (0.000e+0)

5.333e+2 (2.821e-1)

0.994

1.089e+3 (0.000e+0)

5.326e+2 (2.249e-1)

0.992

1.089e+3 (0.000e+0)

5.322e+2 (4.030e-1)

0.996

1.089e+3 (0.000e+0)

5.321e+2 (3.989e-1)

0.992

1.089e+3 (0.000e+0)

5.110e+2 (4.966e-1)

0.997

1.089e+3 (0.000e+0)

5.112e+2 (4.189e-1)

0.997

1.089e+3 (0.000e+0)

5.124e+2 (4.398e-1)

0.997

1.089e+3 (0.000e+0)

5.120e+2 (3.888e-1)

0.995

1.089e+3 (0.000e+0)

5.114e+2 (5.703e-1)

0.997

1.089e+3 (0.000e+0)

5.133e+2 (3.074e-1)

0.996

1.089e+3 (0.000e+0)

5.118e+2 (3.884e-1)

0.997

1.089e+3 (0.000e+0)

5.125e+2 (4.152e-1)

1.000

1.089e+3 (0.000e+0)

5.113e+2 (5.446e-1)

0.998

1.089e+3 (0.000e+0)

5.123e+2 (4.420e-1)

0.997

1.089e+3 (0.000e+0)

5.823e+2 (3.954e-1)

0.996

1.089e+3 (0.000e+0)

5.823e+2 (4.525e-1)

0.999

1.089e+3 (0.000e+0)

5.823e+2 (4.382e-1)

1.000

1.089e+3 (0.000e+0)

5.825e+2 (3.870e-1)

0.996

1.089e+3 (0.000e+0)

5.823e+2 (3.538e-1)

0.999

1.089e+3 (0.000e+0)

5.823e+2 (3.993e-1)

0.997

1.089e+3 (0.000e+0)

5.819e+2 (5.329e-1)

0.998

1.089e+3 (0.000e+0)

5.821e+2 (5.100e-1)

0.996

1.089e+3 (0.000e+0)

5.823e+2 (3.577e-1)

1.000

1.089e+3 (0.000e+0)

5.824e+2 (3.879e-1)

0.995

1.089e+3 (0.000e+0)

4.571e+2 (2.683e-1)

1.000

1.089e+3 (0.000e+0)

4.565e+2 (3.554e-1)

0.998

1.089e+3 (0.000e+0)

4.569e+2 (3.458e-1)

0.998

1.089e+3 (0.000e+0)

4.564e+2 (4.063e-1)

0.998

1.089e+3 (0.000e+0)

4.568e+2 (3.079e-1)

0.998

1.089e+3 (0.000e+0)

4.569e+2 (3.633e-1)

0.998

1.089e+3 (0.000e+0)

4.566e+2 (3.214e-1)

0.999

1.089e+3 (0.000e+0)

4.565e+2 (3.651e-1)

0.999

1.089e+3 (0.000e+0)

4.563e+2 (3.709e-1)

0.998

1.089e+3 (0.000e+0)

4.564e+2 (4.145e-1)

0.998

1.089e+3 (0.000e+0)

SAHLPSO

5.401e+2 (1.611e-1)

0.953

1.000e+3 (0.000e+0)

5.394e+2 (1.738e-1)

0.964

1.000e+3 (0.000e+0)

5.430e+2 (7.210e-2)

0.972

1.000e+3 (0.000e+0)

5.440e+2 (9.331e-2)

0.985

1.000e+3 (0.000e+0)

5.393e+2 (1.642e-1)

0.963

1.000e+3 (0.000e+0)

5.400e+2 (1.228e-1)

0.967

1.000e+3 (0.000e+0)

5.408e+2 (1.111e-1)

0.956

1.000e+3 (0.000e+0)

5.378e+2 (2.201e-1)

0.952

1.000e+3 (0.000e+0)

5.403e+2 (9.091e-2)

0.966

1.000e+3 (0.000e+0)

5.433e+2 (1.623e-1)

0.979

1.000e+3 (0.000e+0)

4.818e+2 (2.189e-1)

0.960

1.000e+3 (0.000e+0)

4.817e+2 (1.182e-1)

0.970

1.000e+3 (0.000e+0)

4.828e+2 (8.606e-2)

0.986

1.000e+3 (0.000e+0)

4.804e+2 (2.360e-1)

0.956

1.000e+3 (0.000e+0)

4.795e+2 (1.808e-1)

0.955

1.000e+3 (0.000e+0)

4.800e+2 (6.925e-2)

0.962

1.000e+3 (0.000e+0)

4.817e+2 (1.649e-1)

0.974

1.000e+3 (0.000e+0)

4.811e+2 (1.913e-1)

0.956

1.000e+3 (0.000e+0)

4.826e+2 (1.687e-1)

0.966

1.000e+3 (0.000e+0)

4.817e+2 (1.906e-1)

0.963

1.000e+3 (0.000e+0)

5.495e+2 (3.381e-1)

0.917

1.000e+3 (0.000e+0)

5.514e+2 (4.743e-1)

0.948

1.000e+3 (0.000e+0)

5.508e+2 (2.082e-1)

0.933

1.000e+3 (0.000e+0)

5.522e+2 (2.577e-1)

0.955

1.000e+3 (0.000e+0)

5.515e+2 (1.537e-1)

0.945

1.000e+3 (0.000e+0)

5.509e+2 (3.488e-1)

0.939

1.000e+3 (0.000e+0)

5.499e+2 (3.392e-1)

0.931

1.000e+3 (0.000e+0)

5.499e+2 (2.080e-1)

0.920

1.000e+3 (0.000e+0)

5.515e+2 (2.541e-1)

0.948

1.000e+3 (0.000e+0)

5.511e+2 (2.265e-1)

0.940

1.000e+3 (0.000e+0)

5.258e+2 (8.489e-2)

0.952

1.000e+3 (0.000e+0)

5.308e+2 (2.274e-1)

0.967

1.000e+3 (0.000e+0)

5.283e+2 (2.111e-1)

0.954

1.000e+3 (0.000e+0)

5.292e+2 (2.828e-1)

0.947

1.000e+3 (0.000e+0)

5.288e+2 (3.998e-1)

0.954

1.000e+3 (0.000e+0)

5.281e+2 (2.765e-1)

0.958

1.000e+3 (0.000e+0)

5.265e+2 (3.268e-1)

0.896

1.000e+3 (0.000e+0)

5.287e+2 (7.169e-1)

0.954

1.000e+3 (0.000e+0)

5.284e+2 (2.581e-1)

0.956

1.000e+3 (0.000e+0)

5.337e+2 (2.328e-1)

0.924

1.000e+3 (0.000e+0)

5.311e+2 (1.536e-1)

0.958

1.000e+3 (0.000e+0)

5.303e+2 (1.666e-1)

0.942

1.000e+3 (0.000e+0)

5.305e+2 (4.366e-1)

0.953

1.000e+3 (0.000e+0)

5.312e+2 (2.597e-1)

0.951

1.000e+3 (0.000e+0)

5.305e+2 (1.967e-1)

0.952

1.000e+3 (0.000e+0)

5.302e+2 (1.504e-1)

0.953

1.000e+3 (0.000e+0)

5.321e+2 (1.110e-1)

0.967

1.000e+3 (0.000e+0)

5.315e+2 (1.875e-1)

0.968

1.000e+3 (0.000e+0)

5.308e+2 (9.014e-2)

0.962

1.000e+3 (0.000e+0)

5.302e+2 (2.454e-1)

0.946

1.000e+3 (0.000e+0)

5.082e+2 (2.859e-1)

0.934

1.000e+3 (0.000e+0)

5.083e+2 (3.837e-1)

0.932

1.000e+3 (0.000e+0)

5.104e+2 (2.590e-1)

0.954

1.000e+3 (0.000e+0)

5.098e+2 (3.158e-1)

0.947

1.000e+3 (0.000e+0)

5.083e+2 (4.440e-1)

0.929

1.000e+3 (0.000e+0)

5.110e+2 (5.740e-1)

0.949

1.000e+3 (0.000e+0)

5.101e+2 (4.239e-1)

0.960

1.000e+3 (0.000e+0)

5.104e+2 (2.763e-1)

0.955

1.000e+3 (0.000e+0)

5.085e+2 (3.803e-1)

0.937

1.000e+3 (0.000e+0)

5.103e+2 (2.733e-1)

0.952

1.000e+3 (0.000e+0)

5.802e+2 (1.427e-1)

0.941

1.000e+3 (0.000e+0)

5.799e+2 (2.294e-1)

0.937

1.000e+3 (0.000e+0)

5.806e+2 (1.796e-1)

0.957

1.000e+3 (0.000e+0)

5.805e+2 (1.628e-1)

0.944

1.000e+3 (0.000e+0)

5.801e+2 (1.182e-1)

0.940

1.000e+3 (0.000e+0)

5.799e+2 (4.138e-1)

0.935

1.000e+3 (0.000e+0)

5.793e+2 (2.190e-1)

0.931

1.000e+3 (0.000e+0)

5.798e+2 (1.226e-1)

0.935

1.000e+3 (0.000e+0)

5.801e+2 (1.057e-1)

0.944

1.000e+3 (0.000e+0)

5.809e+2 (8.345e-2)

0.956

1.000e+3 (0.000e+0)

4.554e+2 (1.698e-1)

0.967

1.000e+3 (0.000e+0)

4.548e+2 (1.657e-1)

0.966

1.000e+3 (0.000e+0)

4.556e+2 (1.327e-1)

0.974

1.000e+3 (0.000e+0)

4.545e+2 (2.066e-1)

0.961

1.000e+3 (0.000e+0)

4.550e+2 (2.145e-1)

0.965

1.000e+3 (0.000e+0)

4.552e+2 (2.015e-1)

0.967

1.000e+3 (0.000e+0)

4.547e+2 (2.384e-1)

0.964

1.000e+3 (0.000e+0)

4.545e+2 (1.358e-1)

0.959

1.000e+3 (0.000e+0)

4.546e+2 (1.599e-1)

0.965

1.000e+3 (0.000e+0)

4.545e+2 (3.040e-1)

0.962

1.000e+3 (0.000e+0)

DEAP_CMAES

5.188e+2 (4.328e+0)

0.000

1.000e+3 (0.000e+0)

5.005e+2 (8.602e-1)

0.000

1.000e+3 (0.000e+0)

5.101e+2 (5.159e+0)

0.000

1.000e+3 (0.000e+0)

5.063e+2 (4.781e+0)

0.000

1.000e+3 (0.000e+0)

5.062e+2 (4.090e+0)

0.000

1.000e+3 (0.000e+0)

5.057e+2 (5.663e+0)

0.000

1.000e+3 (0.000e+0)

5.136e+2 (5.005e+0)

0.000

1.000e+3 (0.000e+0)

5.002e+2 (3.784e-1)

0.000

1.000e+3 (0.000e+0)

5.091e+2 (5.060e+0)

0.000

1.000e+3 (0.000e+0)

5.039e+2 (3.471e+0)

0.000

1.000e+3 (0.000e+0)

4.375e+2 (1.106e-1)

0.000

1.000e+3 (0.000e+0)

4.377e+2 (1.429e-1)

0.000

1.000e+3 (0.000e+0)

4.378e+2 (2.240e-1)

0.000

1.000e+3 (0.000e+0)

4.376e+2 (1.226e-1)

0.000

1.000e+3 (0.000e+0)

4.376e+2 (1.194e-1)

0.000

1.000e+3 (0.000e+0)

4.376e+2 (9.984e-2)

0.000

1.000e+3 (0.000e+0)

4.377e+2 (1.156e-1)

0.000

1.000e+3 (0.000e+0)

4.375e+2 (1.064e-1)

0.000

1.000e+3 (0.000e+0)

4.376e+2 (1.760e-1)

0.000

1.000e+3 (0.000e+0)

4.375e+2 (9.678e-2)

0.000

1.000e+3 (0.000e+0)

5.149e+2 (4.376e-2)

0.000

1.000e+3 (0.000e+0)

5.150e+2 (9.604e-2)

0.000

1.000e+3 (0.000e+0)

5.150e+2 (9.255e-2)

0.000

1.000e+3 (0.000e+0)

5.151e+2 (9.112e-2)

0.000

1.000e+3 (0.000e+0)

5.149e+2 (8.954e-2)

0.000

1.000e+3 (0.000e+0)

5.150e+2 (1.087e-1)

0.000

1.000e+3 (0.000e+0)

5.149e+2 (7.239e-2)

0.000

1.000e+3 (0.000e+0)

5.149e+2 (5.358e-2)

0.000

1.000e+3 (0.000e+0)

5.150e+2 (1.067e-1)

0.000

1.000e+3 (0.000e+0)

5.150e+2 (9.228e-2)

0.000

1.000e+3 (0.000e+0)

4.787e+2 (6.138e+0)

0.000

1.000e+3 (0.000e+0)

4.759e+2 (3.280e-1)

0.000

1.000e+3 (0.000e+0)

4.789e+2 (8.910e+0)

0.000

1.000e+3 (0.000e+0)

4.892e+2 (1.756e+1)

0.000

1.000e+3 (0.000e+0)

4.777e+2 (5.625e+0)

0.000

1.000e+3 (0.000e+0)

4.762e+2 (2.016e+0)

0.000

1.000e+3 (0.000e+0)

5.039e+2 (1.233e+1)

0.000

1.000e+3 (0.000e+0)

4.785e+2 (8.364e+0)

0.000

1.000e+3 (0.000e+0)

4.772e+2 (5.139e+0)

0.000

1.000e+3 (0.000e+0)

5.173e+2 (1.787e+1)

0.000

1.000e+3 (0.000e+0)

4.908e+2 (3.477e-1)

0.000

1.000e+3 (0.000e+0)

4.912e+2 (7.370e-1)

0.000

1.000e+3 (0.000e+0)

4.911e+2 (6.947e-1)

0.000

1.000e+3 (0.000e+0)

4.907e+2 (6.657e-2)

0.000

1.000e+3 (0.000e+0)

4.911e+2 (7.374e-1)

0.000

1.000e+3 (0.000e+0)

4.908e+2 (5.230e-1)

0.000

1.000e+3 (0.000e+0)

4.908e+2 (3.069e-1)

0.000

1.000e+3 (0.000e+0)

4.906e+2 (7.488e-2)

0.000

1.000e+3 (0.000e+0)

4.913e+2 (1.208e+0)

0.000

1.000e+3 (0.000e+0)

4.909e+2 (1.014e+0)

0.000

1.000e+3 (0.000e+0)

4.661e+2 (5.977e-2)

0.000

1.000e+3 (0.000e+0)

4.660e+2 (9.527e-2)

0.000

1.000e+3 (0.000e+0)

4.666e+2 (1.116e+0)

0.000

1.000e+3 (0.000e+0)

4.661e+2 (6.801e-2)

0.000

1.000e+3 (0.000e+0)

4.661e+2 (8.827e-2)

0.000

1.000e+3 (0.000e+0)

4.661e+2 (4.362e-2)

0.000

1.000e+3 (0.000e+0)

4.661e+2 (2.356e-1)

0.000

1.000e+3 (0.000e+0)

4.662e+2 (1.497e-1)

0.000

1.000e+3 (0.000e+0)

4.660e+2 (7.934e-2)

0.000

1.000e+3 (0.000e+0)

4.663e+2 (4.089e-1)

0.000

1.000e+3 (0.000e+0)

5.445e+2 (1.532e+0)

0.000

1.000e+3 (0.000e+0)

5.443e+2 (1.460e+0)

0.000

1.000e+3 (0.000e+0)

5.440e+2 (9.205e-1)

0.000

1.000e+3 (0.000e+0)

5.449e+2 (2.113e+0)

0.000

1.000e+3 (0.000e+0)

5.443e+2 (1.248e+0)

0.000

1.000e+3 (0.000e+0)

5.436e+2 (8.009e-2)

0.000

1.000e+3 (0.000e+0)

5.436e+2 (2.638e-1)

0.000

1.000e+3 (0.000e+0)

5.443e+2 (1.433e+0)

0.000

1.000e+3 (0.000e+0)

5.439e+2 (8.956e-1)

0.000

1.000e+3 (0.000e+0)

5.445e+2 (1.825e+0)

0.000

1.000e+3 (0.000e+0)

4.040e+2 (2.101e-1)

0.000

1.000e+3 (0.000e+0)

4.039e+2 (8.774e-2)

0.000

1.000e+3 (0.000e+0)

4.037e+2 (6.337e-2)

0.000

1.000e+3 (0.000e+0)

4.040e+2 (9.171e-2)

0.000

1.000e+3 (0.000e+0)

4.040e+2 (6.754e-2)

0.000

1.000e+3 (0.000e+0)

4.040e+2 (1.524e-1)

0.000

1.000e+3 (0.000e+0)

4.039e+2 (6.703e-2)

0.000

1.000e+3 (0.000e+0)

4.040e+2 (6.124e-2)

0.000

1.000e+3 (0.000e+0)

4.038e+2 (9.025e-2)

0.000

1.000e+3 (0.000e+0)

4.038e+2 (5.986e-2)

0.000

1.000e+3 (0.000e+0)

Random_search

5.412e+2 (1.708e-1)

1.000

1.000e+3 (0.000e+0)

5.408e+2 (2.862e-1)

1.000

1.000e+3 (0.000e+0)

5.440e+2 (1.427e-1)

1.000

1.000e+3 (0.000e+0)

5.446e+2 (8.452e-2)

1.000

1.000e+3 (0.000e+0)

5.406e+2 (2.290e-1)

1.000

1.000e+3 (0.000e+0)

5.412e+2 (1.799e-1)

1.000

1.000e+3 (0.000e+0)

5.421e+2 (2.049e-1)

1.000

1.000e+3 (0.000e+0)

5.397e+2 (3.854e-1)

1.000

1.000e+3 (0.000e+0)

5.414e+2 (1.473e-1)

1.000

1.000e+3 (0.000e+0)

5.441e+2 (1.508e-1)

1.000

1.000e+3 (0.000e+0)

4.836e+2 (2.420e-1)

1.000

1.000e+3 (0.000e+0)

4.830e+2 (1.841e-1)

1.000

1.000e+3 (0.000e+0)

4.834e+2 (1.553e-1)

1.000

1.000e+3 (0.000e+0)

4.824e+2 (2.672e-1)

1.000

1.000e+3 (0.000e+0)

4.814e+2 (3.253e-1)

1.000

1.000e+3 (0.000e+0)

4.817e+2 (2.735e-1)

1.000

1.000e+3 (0.000e+0)

4.829e+2 (1.748e-1)

1.000

1.000e+3 (0.000e+0)

4.831e+2 (2.459e-1)

1.000

1.000e+3 (0.000e+0)

4.842e+2 (2.262e-1)

1.000

1.000e+3 (0.000e+0)

4.834e+2 (1.932e-1)

1.000

1.000e+3 (0.000e+0)

5.527e+2 (5.755e-1)

1.000

1.000e+3 (0.000e+0)

5.534e+2 (3.922e-1)

1.000

1.000e+3 (0.000e+0)

5.533e+2 (4.110e-1)

1.000

1.000e+3 (0.000e+0)

5.539e+2 (3.126e-1)

1.000

1.000e+3 (0.000e+0)

5.536e+2 (3.898e-1)

1.000

1.000e+3 (0.000e+0)

5.533e+2 (3.961e-1)

1.000

1.000e+3 (0.000e+0)

5.526e+2 (4.202e-1)

1.000

1.000e+3 (0.000e+0)

5.530e+2 (4.151e-1)

1.000

1.000e+3 (0.000e+0)

5.535e+2 (3.738e-1)

1.000

1.000e+3 (0.000e+0)

5.534e+2 (3.543e-1)

1.000

1.000e+3 (0.000e+0)

5.282e+2 (5.633e-1)

1.000

1.000e+3 (0.000e+0)

5.327e+2 (3.689e-1)

1.000

1.000e+3 (0.000e+0)

5.307e+2 (4.467e-1)

1.000

1.000e+3 (0.000e+0)

5.315e+2 (4.014e-1)

1.000

1.000e+3 (0.000e+0)

5.313e+2 (4.302e-1)

1.000

1.000e+3 (0.000e+0)

5.303e+2 (4.554e-1)

1.000

1.000e+3 (0.000e+0)

5.291e+2 (4.017e-1)

1.000

1.000e+3 (0.000e+0)

5.311e+2 (4.345e-1)

1.000

1.000e+3 (0.000e+0)

5.307e+2 (4.417e-1)

1.000

1.000e+3 (0.000e+0)

5.351e+2 (2.329e-1)

1.000

1.000e+3 (0.000e+0)

5.329e+2 (2.994e-1)

1.000

1.000e+3 (0.000e+0)

5.327e+2 (3.904e-1)

1.000

1.000e+3 (0.000e+0)

5.325e+2 (4.082e-1)

1.000

1.000e+3 (0.000e+0)

5.332e+2 (2.936e-1)

1.000

1.000e+3 (0.000e+0)

5.325e+2 (3.480e-1)

1.000

1.000e+3 (0.000e+0)

5.321e+2 (3.391e-1)

1.000

1.000e+3 (0.000e+0)

5.336e+2 (1.781e-1)

1.000

1.000e+3 (0.000e+0)

5.329e+2 (2.100e-1)

1.000

1.000e+3 (0.000e+0)

5.324e+2 (2.793e-1)

1.000

1.000e+3 (0.000e+0)

5.324e+2 (3.830e-1)

1.000

1.000e+3 (0.000e+0)

5.111e+2 (4.143e-1)

1.000

1.000e+3 (0.000e+0)

5.114e+2 (3.513e-1)

1.000

1.000e+3 (0.000e+0)

5.126e+2 (2.790e-1)

1.000

1.000e+3 (0.000e+0)

5.122e+2 (3.985e-1)

1.000

1.000e+3 (0.000e+0)

5.116e+2 (4.942e-1)

1.000

1.000e+3 (0.000e+0)

5.135e+2 (3.279e-1)

1.000

1.000e+3 (0.000e+0)

5.119e+2 (2.800e-1)

1.000

1.000e+3 (0.000e+0)

5.125e+2 (3.279e-1)

1.000

1.000e+3 (0.000e+0)

5.114e+2 (4.948e-1)

1.000

1.000e+3 (0.000e+0)

5.125e+2 (2.754e-1)

1.000

1.000e+3 (0.000e+0)

5.825e+2 (2.678e-1)

1.000

1.000e+3 (0.000e+0)

5.823e+2 (3.218e-1)

1.000

1.000e+3 (0.000e+0)

5.823e+2 (3.705e-1)

1.000

1.000e+3 (0.000e+0)

5.826e+2 (3.027e-1)

1.000

1.000e+3 (0.000e+0)

5.824e+2 (3.510e-1)

1.000

1.000e+3 (0.000e+0)

5.824e+2 (3.134e-1)

1.000

1.000e+3 (0.000e+0)

5.820e+2 (3.506e-1)

1.000

1.000e+3 (0.000e+0)

5.823e+2 (4.108e-1)

1.000

1.000e+3 (0.000e+0)

5.823e+2 (3.571e-1)

1.000

1.000e+3 (0.000e+0)

5.826e+2 (2.851e-1)

1.000

1.000e+3 (0.000e+0)

4.571e+2 (2.311e-1)

1.000

1.000e+3 (0.000e+0)

4.566e+2 (2.378e-1)

1.000

1.000e+3 (0.000e+0)

4.570e+2 (2.621e-1)

1.000

1.000e+3 (0.000e+0)

4.565e+2 (2.640e-1)

1.000

1.000e+3 (0.000e+0)

4.569e+2 (2.399e-1)

1.000

1.000e+3 (0.000e+0)

4.570e+2 (2.614e-1)

1.000

1.000e+3 (0.000e+0)

4.566e+2 (2.540e-1)

1.000

1.000e+3 (0.000e+0)

4.566e+2 (3.212e-1)

1.000

1.000e+3 (0.000e+0)

4.564e+2 (2.816e-1)

1.000

1.000e+3 (0.000e+0)

4.565e+2 (3.204e-1)

1.000

1.000e+3 (0.000e+0)

BayesianOptimizer

5.397e+2 (3.111e+0)

0.933

1.000e+1 (0.000e+0)

5.407e+2 (3.864e+0)

0.998

1.000e+1 (0.000e+0)

5.434e+2 (2.289e+0)

0.982

1.000e+1 (0.000e+0)

5.447e+2 (1.614e+0)

1.003

1.000e+1 (0.000e+0)

5.390e+2 (3.772e+0)

0.953

1.000e+1 (0.000e+0)

5.402e+2 (2.478e+0)

0.974

1.000e+1 (0.000e+0)

5.410e+2 (2.297e+0)

0.963

1.000e+1 (0.000e+0)

5.372e+2 (5.218e+0)

0.937

1.000e+1 (0.000e+0)

5.402e+2 (1.539e+0)

0.964

1.000e+1 (0.000e+0)

5.439e+2 (2.174e+0)

0.995

1.000e+1 (0.000e+0)

4.812e+2 (2.193e+0)

0.946

1.000e+1 (0.000e+0)

4.787e+2 (2.157e+0)

0.904

1.000e+1 (0.000e+0)

4.787e+2 (1.724e+0)

0.898

1.000e+1 (0.000e+0)

4.780e+2 (2.570e+0)

0.902

1.000e+1 (0.000e+0)

4.759e+2 (2.327e+0)

0.873

1.000e+1 (0.000e+0)

4.758e+2 (2.102e+0)

0.866

1.000e+1 (0.000e+0)

4.793e+2 (2.561e+0)

0.921

1.000e+1 (0.000e+0)

4.798e+2 (2.354e+0)

0.928

1.000e+1 (0.000e+0)

4.826e+2 (2.166e+0)

0.966

1.000e+1 (0.000e+0)

4.812e+2 (2.515e+0)

0.952

1.000e+1 (0.000e+0)

5.563e+2 (8.063e+0)

1.096

1.000e+1 (0.000e+0)

5.575e+2 (7.056e+0)

1.109

1.000e+1 (0.000e+0)

5.561e+2 (7.062e+0)

1.073

1.000e+1 (0.000e+0)

5.575e+2 (7.138e+0)

1.092

1.000e+1 (0.000e+0)

5.560e+2 (8.822e+0)

1.062

1.000e+1 (0.000e+0)

5.594e+2 (9.645e+0)

1.160

1.000e+1 (0.000e+0)

5.553e+2 (7.520e+0)

1.073

1.000e+1 (0.000e+0)

5.571e+2 (9.208e+0)

1.110

1.000e+1 (0.000e+0)

5.565e+2 (6.671e+0)

1.078

1.000e+1 (0.000e+0)

5.570e+2 (6.692e+0)

1.092

1.000e+1 (0.000e+0)

5.368e+2 (1.165e+1)

1.175

1.000e+1 (0.000e+0)

5.393e+2 (8.307e+0)

1.117

1.000e+1 (0.000e+0)

5.394e+2 (9.207e+0)

1.169

1.000e+1 (0.000e+0)

5.395e+2 (5.307e+0)

1.190

1.000e+1 (0.000e+0)

5.377e+2 (6.664e+0)

1.120

1.000e+1 (0.000e+0)

5.370e+2 (8.206e+0)

1.124

1.000e+1 (0.000e+0)

5.383e+2 (8.156e+0)

1.362

1.000e+1 (0.000e+0)

5.411e+2 (9.233e+0)

1.190

1.000e+1 (0.000e+0)

5.411e+2 (8.316e+0)

1.194

1.000e+1 (0.000e+0)

5.427e+2 (5.316e+0)

1.430

1.000e+1 (0.000e+0)

5.253e+2 (2.742e+0)

0.819

1.000e+1 (0.000e+0)

5.275e+2 (4.564e+0)

0.876

1.000e+1 (0.000e+0)

5.271e+2 (3.724e+0)

0.872

1.000e+1 (0.000e+0)

5.283e+2 (3.103e+0)

0.885

1.000e+1 (0.000e+0)

5.264e+2 (4.400e+0)

0.854

1.000e+1 (0.000e+0)

5.260e+2 (3.539e+0)

0.853

1.000e+1 (0.000e+0)

5.270e+2 (2.794e+0)

0.847

1.000e+1 (0.000e+0)

5.268e+2 (3.269e+0)

0.856

1.000e+1 (0.000e+0)

5.263e+2 (3.498e+0)

0.853

1.000e+1 (0.000e+0)

5.274e+2 (3.526e+0)

0.878

1.000e+1 (0.000e+0)

5.079e+2 (3.637e+0)

0.928

1.000e+1 (0.000e+0)

5.083e+2 (4.495e+0)

0.932

1.000e+1 (0.000e+0)

5.116e+2 (3.831e+0)

0.979

1.000e+1 (0.000e+0)

5.089e+2 (4.719e+0)

0.927

1.000e+1 (0.000e+0)

5.101e+2 (4.264e+0)

0.967

1.000e+1 (0.000e+0)

5.120e+2 (4.900e+0)

0.969

1.000e+1 (0.000e+0)

5.087e+2 (3.767e+0)

0.930

1.000e+1 (0.000e+0)

5.096e+2 (3.479e+0)

0.938

1.000e+1 (0.000e+0)

5.087e+2 (4.948e+0)

0.941

1.000e+1 (0.000e+0)

5.079e+2 (4.079e+0)

0.902

1.000e+1 (0.000e+0)

5.771e+2 (2.481e+0)

0.859

1.000e+1 (0.000e+0)

5.759e+2 (2.541e+0)

0.833

1.000e+1 (0.000e+0)

5.764e+2 (2.620e+0)

0.848

1.000e+1 (0.000e+0)

5.764e+2 (2.017e+0)

0.836

1.000e+1 (0.000e+0)

5.760e+2 (2.719e+0)

0.832

1.000e+1 (0.000e+0)

5.765e+2 (2.379e+0)

0.849

1.000e+1 (0.000e+0)

5.765e+2 (2.519e+0)

0.859

1.000e+1 (0.000e+0)

5.759e+2 (2.500e+0)

0.832

1.000e+1 (0.000e+0)

5.773e+2 (3.233e+0)

0.869

1.000e+1 (0.000e+0)

5.772e+2 (2.503e+0)

0.857

1.000e+1 (0.000e+0)

4.564e+2 (2.312e+0)

0.987

1.000e+1 (0.000e+0)

4.533e+2 (3.650e+0)

0.936

1.000e+1 (0.000e+0)

4.553e+2 (3.052e+0)

0.969

1.000e+1 (0.000e+0)

4.532e+2 (3.406e+0)

0.937

1.000e+1 (0.000e+0)

4.547e+2 (2.310e+0)

0.959

1.000e+1 (0.000e+0)

4.550e+2 (3.399e+0)

0.963

1.000e+1 (0.000e+0)

4.538e+2 (2.532e+0)

0.946

1.000e+1 (0.000e+0)

4.538e+2 (2.916e+0)

0.946

1.000e+1 (0.000e+0)

4.536e+2 (2.609e+0)

0.948

1.000e+1 (0.000e+0)

4.535e+2 (3.630e+0)

0.944

1.000e+1 (0.000e+0)

RNN-OI

5.437e+2 (1.137e-13)

1.114

1.000e+2 (0.000e+0)

5.445e+2 (0.000e+0)

1.091

1.000e+2 (0.000e+0)

5.455e+2 (0.000e+0)

1.046

1.000e+2 (0.000e+0)

5.462e+2 (1.137e-13)

1.043

1.000e+2 (0.000e+0)

5.453e+2 (1.137e-13)

1.136

1.000e+2 (0.000e+0)

5.440e+2 (1.137e-13)

1.079

1.000e+2 (0.000e+0)

5.497e+2 (0.000e+0)

1.267

1.000e+2 (0.000e+0)

5.453e+2 (1.137e-13)

1.142

1.000e+2 (0.000e+0)

5.445e+2 (1.137e-13)

1.097

1.000e+2 (0.000e+0)

5.455e+2 (1.137e-13)

1.034

1.000e+2 (0.000e+0)

4.868e+2 (0.000e+0)

1.070

1.000e+2 (0.000e+0)

4.864e+2 (1.137e-13)

1.075

1.000e+2 (0.000e+0)

4.867e+2 (5.684e-14)

1.072

1.000e+2 (0.000e+0)

4.855e+2 (1.137e-13)

1.069

1.000e+2 (0.000e+0)

4.867e+2 (1.137e-13)

1.120

1.000e+2 (0.000e+0)

4.866e+2 (5.684e-14)

1.111

1.000e+2 (0.000e+0)

4.868e+2 (5.684e-14)

1.087

1.000e+2 (0.000e+0)

4.862e+2 (0.000e+0)

1.068

1.000e+2 (0.000e+0)

4.872e+2 (1.137e-13)

1.065

1.000e+2 (0.000e+0)

4.854e+2 (1.137e-13)

1.044

1.000e+2 (0.000e+0)

5.561e+2 (1.137e-13)

1.091

1.000e+2 (0.000e+0)

5.567e+2 (0.000e+0)

1.087

1.000e+2 (0.000e+0)

5.584e+2 (1.137e-13)

1.132

1.000e+2 (0.000e+0)

5.567e+2 (0.000e+0)

1.074

1.000e+2 (0.000e+0)

5.569e+2 (1.137e-13)

1.086

1.000e+2 (0.000e+0)

5.571e+2 (0.000e+0)

1.099

1.000e+2 (0.000e+0)

5.576e+2 (1.137e-13)

1.135

1.000e+2 (0.000e+0)

5.577e+2 (0.000e+0)

1.125

1.000e+2 (0.000e+0)

5.579e+2 (1.137e-13)

1.113

1.000e+2 (0.000e+0)

5.582e+2 (1.137e-13)

1.123

1.000e+2 (0.000e+0)

5.379e+2 (1.137e-13)

1.197

1.000e+2 (0.000e+0)

5.408e+2 (1.137e-13)

1.143

1.000e+2 (0.000e+0)

5.381e+2 (0.000e+0)

1.142

1.000e+2 (0.000e+0)

5.396e+2 (1.137e-13)

1.191

1.000e+2 (0.000e+0)

5.378e+2 (1.137e-13)

1.120

1.000e+2 (0.000e+0)

5.395e+2 (1.137e-13)

1.169

1.000e+2 (0.000e+0)

5.385e+2 (0.000e+0)

1.371

1.000e+2 (0.000e+0)

5.403e+2 (1.137e-13)

1.176

1.000e+2 (0.000e+0)

5.374e+2 (1.137e-13)

1.125

1.000e+2 (0.000e+0)

5.406e+2 (1.137e-13)

1.311

1.000e+2 (0.000e+0)

5.399e+2 (1.137e-13)

1.165

1.000e+2 (0.000e+0)

5.389e+2 (1.137e-13)

1.149

1.000e+2 (0.000e+0)

5.346e+2 (1.137e-13)

1.052

1.000e+2 (0.000e+0)

5.387e+2 (0.000e+0)

1.128

1.000e+2 (0.000e+0)

5.396e+2 (0.000e+0)

1.173

1.000e+2 (0.000e+0)

5.390e+2 (1.137e-13)

1.168

1.000e+2 (0.000e+0)

5.396e+2 (0.000e+0)

1.141

1.000e+2 (0.000e+0)

5.353e+2 (1.137e-13)

1.057

1.000e+2 (0.000e+0)

5.352e+2 (1.137e-13)

1.069

1.000e+2 (0.000e+0)

5.361e+2 (1.137e-13)

1.089

1.000e+2 (0.000e+0)

5.174e+2 (0.000e+0)

1.139

1.000e+2 (0.000e+0)

5.183e+2 (0.000e+0)

1.153

1.000e+2 (0.000e+0)

5.154e+2 (0.000e+0)

1.061

1.000e+2 (0.000e+0)

5.155e+2 (0.000e+0)

1.071

1.000e+2 (0.000e+0)

5.182e+2 (0.000e+0)

1.146

1.000e+2 (0.000e+0)

5.160e+2 (1.137e-13)

1.054

1.000e+2 (0.000e+0)

5.169e+2 (1.137e-13)

1.108

1.000e+2 (0.000e+0)

5.154e+2 (1.137e-13)

1.062

1.000e+2 (0.000e+0)

5.155e+2 (1.137e-13)

1.090

1.000e+2 (0.000e+0)

5.160e+2 (1.137e-13)

1.077

1.000e+2 (0.000e+0)

5.871e+2 (0.000e+0)

1.121

1.000e+2 (0.000e+0)

5.847e+2 (1.137e-13)

1.063

1.000e+2 (0.000e+0)

5.849e+2 (1.137e-13)

1.069

1.000e+2 (0.000e+0)

5.856e+2 (1.137e-13)

1.079

1.000e+2 (0.000e+0)

5.865e+2 (0.000e+0)

1.108

1.000e+2 (0.000e+0)

5.872e+2 (1.137e-13)

1.123

1.000e+2 (0.000e+0)

5.848e+2 (1.137e-13)

1.075

1.000e+2 (0.000e+0)

5.872e+2 (1.137e-13)

1.130

1.000e+2 (0.000e+0)

5.879e+2 (1.137e-13)

1.147

1.000e+2 (0.000e+0)

5.856e+2 (0.000e+0)

1.078

1.000e+2 (0.000e+0)

4.614e+2 (5.684e-14)

1.080

1.000e+2 (0.000e+0)

4.612e+2 (1.137e-13)

1.087

1.000e+2 (0.000e+0)

4.607e+2 (0.000e+0)

1.069

1.000e+2 (0.000e+0)

4.616e+2 (1.137e-13)

1.097

1.000e+2 (0.000e+0)

4.593e+2 (1.137e-13)

1.046

1.000e+2 (0.000e+0)

4.604e+2 (1.137e-13)

1.064

1.000e+2 (0.000e+0)

4.595e+2 (1.137e-13)

1.054

1.000e+2 (0.000e+0)

4.602e+2 (5.684e-14)

1.067

1.000e+2 (0.000e+0)

4.588e+2 (1.137e-13)

1.046

1.000e+2 (0.000e+0)

4.605e+2 (1.137e-13)

1.077

1.000e+2 (0.000e+0)