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

 

Batch Details
Batch run name smoking_3
Description Smoking 3 on Hilbert
This report file final/smoking_3/smoking_3_report.html
data file /home/cssip/jsherrah/EPrep3/data/smoking_3.dat
Time of completion Thu May 28 22:21:08 1998
Duration of Batch 9 hours, 4 minutes, 18 seconds
Random Seed 18446744072141580936 (from clock)
Average generations per run 12.40
Average failed feature creations per run 2666.80
Average fitness evalutions per run 61334.50
Test Set Improvement 34.41 %
 
 

Data Partition
 
Class Training Validation Test Total
0 75 37 39 151
1 360 178 181 719
2 992 498 495 1985
Total 1427 713 715 2855

Summary of Results

  Original Classification Errors (%)
Classifier Training Validation Test
Maximum Likelihood(ML) 60.69 63.81 65.45
Parallelepiped(PPD) 88.37 89.06 89.09
Min. Distance to Means(MDTM) 62.58 63.11 65.87

  EPrep Best-of-run Classification Errors (%)
Run
Training
Validation
Test
McNemar confidence
# Features
# Inputs
# Nodes
Classifier
1 30.55 30.15 94.41 0.000 1 6 179 PPD
2 30.48 30.01 30.35 1.000 6 9 210 PPD
3 30.13 30.15 92.31 0.000 2 9 412 PPD
4 30.34 30.01 92.87 0.000 4 8 381 PPD
5 30.34 30.01 31.05 1.000 7 9 704 PPD
6 30.34 30.15 30.77 1.000 1 5 79 PPD
7 30.34 30.15 30.91 1.000 1 8 493 PPD
8 30.34 29.87 31.47 1.000 2 9 868 PPD
9 30.27 30.43 31.61 1.000 1 3 12 MDTM
10 30.48 30.15 30.91 1.000 1 8 153 PPD
Ave. 30.36 (0.11 ) 30.11 (0.14 ) 49.66 (28.50 ) 0.70 (0.46 ) 2.60 (2.15 ) 7.40 (1.96 ) 349.10(263.48) PPD

  Confusion matrix for Best Ever Individual from run 8
Class
Predicted
Total
1
2
3
Ground Truth
1
0 0 39 39
2
1 0 180 181
3
5 0 490 495
Total
6 0 709 715

Average Operator Probabilities
Operator Average Probability
Delete-Feature Mutation 0.100
Add-Feature Mutation 0.099
Hoist Mutation 0.100
Truncate Mutation 0.100
Swap Mutation 0.100
One-Symbol Mutation 0.099
All-Nodes Mutation 0.099
One-Node Mutation 0.100
Grow Mutation 0.102
High-Level Crossover 0.101
 

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

Related Data Files
Description Filename
smoking_3_gen.m Matlab plot generation function
smoking_3_bogf_ave.{eps,gif} Best-of-generation Fitness, averaged over 10 runs
smoking_3_bogv_ave.{eps,gif} Best-of-generation Validation Set Error, averaged over 10 runs
smoking_3_avef_ave.{eps,gif} Average fitness, averaged over 10 runs
smoking_3_stdf_ave.{eps,gif} Standard deviation of fitness, averaged over 10 runs
smoking_3_nftr_ave.{eps,gif} Average number of features per individual, averaged over 10 runs
smoking_3_nnode_ave.{eps,gif} Average number of nodes per individual, averaged over 10 runs
smoking_3_nint_ave.{eps,gif} Average number of introns per individual, averaged over 10 runs
smoking_3_ntrl_ave.{eps,gif} Average number of RAT trials per individual, averaged over 10 runs
smoking_3_optimp_ave.{eps,gif} Average improvement in fitness due to optimisation, averaged over 10 runs
smoking_3_opprob_ave.{eps,gif} Average probability of each genetic operator, averaged over 10 runs
smoking_3_run_x.dat Binary data file containing results of run x (read by Matlab functions)
smoking_3_bor_x.prep 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Best-of-run individual for run x
smoking_3_run_x.corr 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Feature correlation file for run x
smoking_3_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
smoking_3_bogf_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Best-of-generation Fitness for run x
smoking_3_bogv_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Best-of-generation Validation Set Error for run x
smoking_3_avef_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Average fitness for run x
smoking_3_stdf_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Standard deviation of fitness for run x
smoking_3_nftr_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Average number of features per individual for run x
smoking_3_nnode_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Average number of nodes per individual for run x
smoking_3_nint_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Average number of introns per individual for run x
smoking_3_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
smoking_3_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
smoking_3_opprob_x.{eps,gif} 
x = 1, 2, 3, 4, 5, 6, 7, 8, 9, 10
Average probability of each genetic operator for run x