====== QPC + LVQ1 - Test 10CV ======

^ Dataset        ^^^  Model  ^^^^^^
|                |   vec  |  feat  |    acc.  |   std.  |    #P   |   std.  |    #K   |   std.  |
| Appendicities |    106 |      7 |    **86.09** |    8.45 |    1.00 |    0.00 |    2.50 |    1.20 |
| Australian    |    690 |     14 |    **86.08** |    4.14 |    1.00 |    0.00 |    2.00 |    0.00 |
| Bitsymetry15  |    100 |     15 |    **82.00** |   11.66 |    1.00 |    0.00 |    3.00 |    0.00 |
| Bitsymetry20  |    100 |     20 |    **81.00** |    7.00 |    1.00 |    0.00 |    3.00 |    0.00 |
| Breast Cancer W. (nomis) |    683 |      9 |    **96.20** |    1.75 |    1.00 |    0.00 |    2.00 |    0.00 |
| Czerniak (trs)|    250 |     14 |    **85.67** |    6.22 |    1.00 |    0.00 |    4.00 |    0.00 |
| Glass         |    214 |      9 |    **60.37** |   10.34 |    1.10 |    0.30 |    4.50 |    0.92 |
| Heart         |    270 |     13 |    **78.89** |    8.45 |    1.00 |    0.00 |    2.00 |    0.00 |
| Ionosphere    |    200 |     34 |    **78.44** |    7.97 |    1.00 |    0.00 |    3.10 |    0.70 |
| Iris          |    150 |      4 |    **96.00** |    4.42 |    1.00 |    0.00 |    3.00 |    0.00 |
| L. Breast (nomis) |    277 |      9 | **72.55** |    4.38 |    1.00 |    0.00 |    2.00 |    0.00 |
| Led500        |    500 |      7 |    **58.45** |    8.05 |    1.10 |    0.30 |    9.60 |    0.49 |
| Parity-10         |   1024 |     10 | **96.09** |    3.85 |    1.00 |    0.00 |    6.80 |    0.40 |
| Parity-8        |    256 |      8 |   **94.52** |    4.97 |    1.00 |    0.00 |    6.30 |    0.64 |
| Voting          |    435 |     16 |   **95.15** |    3.50 |    1.00 |    0.00 |    2.00 |    0.00 |
| Wine           |    178 |     13 |    **96.04** |    5.67 |    1.90 |    0.30 |    3.10 |    0.30 |

===== Ustawienia =====

Network parameters

   Method            lvq+qpc
   Initialization    5
   LVQ learnign rate 0.010000
   Attraction force  0.050000
   Max. projections  5
   K range           2 10 20 
   Attraction step   100
   Precision (eps)   0.030000

QPC parameters (default)
   
   lrate    = 0.1;       % learning rate
   maxiter  = 1000;      % MAX number of iterations
   init     = 5;         % number of initializations
   function = gauss;     %
   width    = 0.1;       % function width
   eps      = 0.001;     %



===== 10x10CV =====

^ Dataset        ^^^  QPC/LVQ1  ^^^^^^    SVM   ^^      MLP    ^^    1-NN   ^^
|    | vec | feat |  acc.       |  std.  | #P        |  std.  |  # K   |  std.  | acc.   | std. | acc. | std. | acc. | std. |
| Appendicities   |  106 |   7 |  **85.40**  |  1.51   |   1.00   |  0.00  |   2.74  |  0.49 |
| Australian      |  690 |  14 |  **84.86**  |  0.43   |   1.00   |  0.00  |   2.00  |  0.00  |
| Brest           |  683 |   9 | 
| Breast (Wisconsin) | 683 |  9 |
| Czerniak-trs   |  250 |  14 | 
| Glass          |  214 |   9 | 
| Heart          |  270 |  13 | 
| Ionosphere     |  200 |  34 | 
| Iris           |  150 |   4 | 

 --- //Marek 2009/03/17 15:58//