The Evolutionary Pre-Processor (version 3.0)
Batch Run Report

 

Batch Details
Batch run name abalone_1
Description Abalone 1 on Dobson
This report file results/final/abalone_1/abalone_1_report.html
data file /home/users/jsherrah/EPrep3/data/abalone_1.dat
Time of completion Fri May 22 06:23:52 1998
Duration of Batch 42 hours, 55 minutes, 56 seconds
Random Seed 671654442 (from clock)
Average generations per run 25.20
Average failed feature creations per run 1658.00
Average fitness evalutions per run 58159.10
Test Set Improvement 14.64 %
 
 

Data Partition
 
Class Training Validation Test Total
0 0 0 1 1
1 0 0 1 1
2 7 3 5 15
3 28 15 14 57
4 58 27 30 115
5 129 65 65 259
6 195 99 97 391
7 285 143 140 568
8 345 174 170 689
9 320 160 154 634
10 243 124 120 487
11 133 67 67 267
12 102 51 50 203
13 64 30 32 126
14 51 25 27 103
15 33 17 17 67
16 29 14 15 58
17 21 10 11 42
18 16 8 8 32
19 13 6 7 26
20 7 3 4 14
21 3 1 2 6
22 4 2 3 9
23 1 0 1 2
24 0 0 1 1
25 0 0 1 1
26 1 0 1 2
27 0 0 0 0
28 0 0 1 1
Total 2088 1044 1045 4177

Summary of Results

  Original Classification Errors (%)
Classifier Training Validation Test
Maximum Likelihood(ML) 100.00 100.00 99.90
Parallelepiped(PPD) 88.12 89.75 90.24
Min. Distance to Means(MDTM) 91.67 91.09 91.39

  EPrep Best-of-run Classification Errors (%)
Run
Training
Validation
Test
McNemar confidence
# Features
# Inputs
# Nodes
Classifier
1 75.53 74.33 75.12 0.000 5 8 218 MDTM
2 76.48 75.10 77.22 0.000 3 8 100 MDTM
3 76.05 76.44 78.09 0.000 5 8 333 MDTM
4 76.72 78.16 75.89 0.000 4 8 53 MDTM
5 75.53 73.37 76.36 0.000 3 8 185 MDTM
6 76.05 75.29 80.38 0.000 4 8 165 PPD
7 73.71 73.18 75.60 0.000 4 7 91 MDTM
8 74.38 73.28 75.89 0.000 4 8 228 MDTM
9 75.48 74.90 75.89 0.000 6 8 237 MDTM
10 75.43 75.00 77.70 0.000 4 7 76 PPD
Ave. 75.54 (0.87 ) 74.90 (1.46 ) 76.81 (1.50 ) 0.00 (0.00 ) 4.20 (0.87 ) 7.80 (0.40 ) 168.60(84.04 ) MDTM

  Confusion matrix for Best Ever Individual from run 7
Class
Predicted
Total
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
Ground Truth
1
0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
2
0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
3
0 0 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5
4
0 0 7 4 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 14
5
0 0 3 3 10 11 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 30
6
0 0 0 3 8 21 20 12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 65
7
0 0 0 0 3 24 33 27 6 1 2 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 97
8
0 0 1 0 1 7 22 43 44 12 6 0 1 0 1 0 0 0 0 0 0 2 0 0 0 0 0 0 0 140
9
0 0 0 0 0 7 10 45 41 26 35 0 0 0 0 0 0 0 0 1 0 5 0 0 0 0 0 0 0 170
10
0 0 0 0 0 3 6 17 27 35 54 0 0 0 0 0 0 0 0 0 0 6 1 5 0 0 0 0 0 154
11
0 0 0 0 0 0 5 4 21 11 61 0 3 0 0 0 0 0 0 5 0 5 0 5 0 0 0 0 0 120
12
0 0 0 0 0 1 0 8 10 10 29 0 0 0 0 0 0 0 0 0 0 4 1 4 0 0 0 0 0 67
13
0 0 0 0 0 0 2 2 3 7 20 0 1 0 0 0 0 0 0 3 0 5 3 4 0 0 0 0 0 50
14
0 0 0 0 0 0 0 3 4 4 8 0 1 0 0 0 0 0 0 0 0 8 1 3 0 0 0 0 0 32
15
0 0 0 0 0 0 0 2 3 3 9 0 2 0 0 0 0 0 0 3 0 3 0 2 0 0 0 0 0 27
16
0 0 0 0 0 0 0 1 1 1 4 0 1 0 0 0 0 0 0 0 0 4 1 3 0 0 1 0 0 17
17
0 0 0 0 0 0 0 0 2 1 1 0 0 0 0 0 0 0 0 0 0 3 2 6 0 0 0 0 0 15
18
0 0 0 0 0 0 0 1 1 2 3 0 1 0 0 0 0 0 0 2 0 1 0 0 0 0 0 0 0 11
19
0 0 0 0 0 0 0 0 0 1 1 0 0 0 0 0 0 0 0 0 0 4 0 2 0 0 0 0 0 8
20
0 0 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 0 0 0 0 0 2 1 0 0 1 0 0 7
21
0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 1 0 2 0 0 0 0 0 4
22
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 1 0 0 0 0 0 2
23
0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 3
24
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1
25
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1
26
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 1
27
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 1
28
0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
29
0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1
Total
0 0 18 10 25 74 101 165 163 114 238 0 12 0 1 0 0 0 0 15 0 55 11 40 0 0 3 0 0 1045

Average Operator Probabilities
Operator Average Probability
Delete-Feature Mutation 0.103
Add-Feature Mutation 0.099
Hoist Mutation 0.097
Truncate Mutation 0.101
Swap Mutation 0.095
One-Symbol Mutation 0.103
All-Nodes Mutation 0.098
One-Node Mutation 0.100
Grow Mutation 0.099
High-Level Crossover 0.105
 

Number of Run Terminations attributed to each Criterion
Termination Criterion Number of Terminations
TP Criterion 0
GL Criterion 3
Max. Generations 7
Client Abort 0
Zero Validation Error 0
Total 10
 
 

Related Data Files
Description Filename
abalone_1_gen.m Matlab plot generation function
abalone_1_bogf_ave.{eps,gif} Best-of-generation Fitness, averaged over 10 runs
abalone_1_bogv_ave.{eps,gif} Best-of-generation Validation Set Error, averaged over 10 runs
abalone_1_avef_ave.{eps,gif} Average fitness, averaged over 10 runs
abalone_1_stdf_ave.{eps,gif} Standard deviation of fitness, averaged over 10 runs
abalone_1_nftr_ave.{eps,gif} Average number of features per individual, averaged over 10 runs
abalone_1_nnode_ave.{eps,gif} Average number of nodes per individual, averaged over 10 runs
abalone_1_nint_ave.{eps,gif} Average number of introns per individual, averaged over 10 runs
abalone_1_ntrl_ave.{eps,gif} Average number of RAT trials per individual, averaged over 10 runs
abalone_1_optimp_ave.{eps,gif} Average improvement in fitness due to optimisation, averaged over 10 runs
abalone_1_opprob_ave.{eps,gif} Average probability of each genetic operator, averaged over 10 runs
abalone_1_run_x.dat Binary data file containing results of run x (read by Matlab functions)
abalone_1_bor_x.prep 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Best-of-run individual for run x
abalone_1_run_x.corr 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Feature correlation file for run x
abalone_1_tst_bor_x.pred 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Test set predictions for best-of-run individual from run x
abalone_1_bogf_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Best-of-generation Fitness for run x
abalone_1_bogv_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Best-of-generation Validation Set Error for run x
abalone_1_avef_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Average fitness for run x
abalone_1_stdf_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Standard deviation of fitness for run x
abalone_1_nftr_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Average number of features per individual for run x
abalone_1_nnode_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Average number of nodes per individual for run x
abalone_1_nint_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Average number of introns per individual for run x
abalone_1_ntrl_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Average number of RAT trials per individual for run x
abalone_1_optimp_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Average improvement in fitness due to optimisation for run x
abalone_1_opprob_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Average probability of each genetic operator for run x