====== QPC_simple (17.04.2010 - beledne wyniki) ======
===== OPIS =====
Uczenie 2 kierunkow QPC startujac z prototypami w centrach klas.

Kierunek inicjowany jest losowo.

Polozenie prototypow optymalizowane wraz z wagami, rownoczesnie  ze wsp. uczenia odpowiednio:

lr=0.1
plr=0.1



Test przeprowadzony dla szeregu danych.



Polecenie:

  

  qpctrain_simple(x,y,'learningRate',0.1,'plr',0.1);



Konfiguracja:



   procedure     = qpcprot
   dataname      = abalone
   vectors       = 4177
   features      = 7
   OptMethod     = gd
   learningRate  = 0.100000
   prototypes    = 28
   proto lr      = 0.100000
   eps           = 0.001000
   start init.   = 1
   end init      = 3
   multistart    = yes
   maxIterations = 1000
   qpc function  = @(wx,p)qpcfunction_dt(x,ci,wx,p,func)
   function      = @(xx)f_gauss(xx,beta)
   beta          = 0.100000


===== Projekcje  =====
==== appendi ====

   Direction  1
   QPC=0.4983
   LVQ acc.=0.8019
   LVQ 1D acc.=0.8019
   --
   Direction  2
   QPC=0.5381
   LVQ acc.=0.8208
   LVQ 1D acc.=0.8396

|  {{projects:models:qpctrain_simple:appendi.qpc.gauss.0.1.bgraph.D1.png?300|}}   |  {{projects:models:qpctrain_simple:appendi.qpc.gauss.0.1.scatterplot.D1-2.png?300|}}  |  {{projects:models:qpctrain_simple:appendi.qpc.gauss.0.1.bgraph.D2.png?300|}}  |

==== arcene_train ====

   Direction  1
   QPC=0.0000
   LVQ acc.=0.6200
   LVQ 1D acc.=0.6200
   --
   Direction  2
   QPC=0.0000
   LVQ acc.=0.6100
   LVQ 1D acc.=0.6200

|  {{projects:models:qpctrain_simple:arcene_train.qpc.gauss.0.1.bgraph.D1.png?300|}}   |  {{projects:models:qpctrain_simple:arcene_train.qpc.gauss.0.1.scatterplot.D1-2.png?300|}}  |  {{projects:models:qpctrain_simple:arcene_train.qpc.gauss.0.1.bgraph.D2.png?300|}}  |

==== breast-nomis ====

   Direction  1
   QPC=0.7179
   LVQ acc.=0.9502
   LVQ 1D acc.=0.9502
   --
   Direction  2
   QPC=0.8124
   LVQ acc.=0.9634
   LVQ 1D acc.=0.9634

|  {{projects:models:qpctrain_simple:breast-nomis.qpc.gauss.0.1.bgraph.D1.png?300|}}   |  {{projects:models:qpctrain_simple:breast-nomis.qpc.gauss.0.1.scatterplot.D1-2.png?300|}}  |  {{projects:models:qpctrain_simple:breast-nomis.qpc.gauss.0.1.bgraph.D2.png?300|}}  |

==== circ4n2 ====

   Direction  1
   QPC=0.2638
   LVQ acc.=0.2825
   LVQ 1D acc.=0.2825
   --
   Direction  2
   QPC=0.2431
   LVQ acc.=0.2863
   LVQ 1D acc.=0.2850

|  {{projects:models:qpctrain_simple:circ4n2.qpc.gauss.0.1.bgraph.D1.png?300|}}   |  {{projects:models:qpctrain_simple:circ4n2.qpc.gauss.0.1.scatterplot.D1-2.png?300|}}  |  {{projects:models:qpctrain_simple:circ4n2.qpc.gauss.0.1.bgraph.D2.png?300|}}  |

==== glass ====

   Direction  1
   QPC=0.4801
   LVQ acc.=0.4860
   LVQ 1D acc.=0.4860
   --
   Direction  2
   QPC=0.3823
   LVQ acc.=0.4766
   LVQ 1D acc.=0.4299

|  {{projects:models:qpctrain_simple:glass.qpc.gauss.0.1.bgraph.D1.png?300|}}   |  {{projects:models:qpctrain_simple:glass.qpc.gauss.0.1.scatterplot.D1-2.png?300|}}  |  {{projects:models:qpctrain_simple:glass.qpc.gauss.0.1.bgraph.D2.png?300|}}  |

==== heart-nomis ====

   Direction  1
   QPC=0.5307
   LVQ acc.=0.7643
   LVQ 1D acc.=0.7643
   --
   Direction  2
   QPC=0.4935
   LVQ acc.=0.7980
   LVQ 1D acc.=0.8114

|  {{projects:models:qpctrain_simple:heart-nomis.qpc.gauss.0.1.bgraph.D1.png?300|}}   |  {{projects:models:qpctrain_simple:heart-nomis.qpc.gauss.0.1.scatterplot.D1-2.png?300|}}  |  {{projects:models:qpctrain_simple:heart-nomis.qpc.gauss.0.1.bgraph.D2.png?300|}}  |

==== ionosphere ====

   Direction  1
   QPC=0.6669
   LVQ acc.=0.8650
   LVQ 1D acc.=0.8650
   --
   Direction  2
   QPC=0.5384
   LVQ acc.=0.7750
   LVQ 1D acc.=0.7800

|  {{projects:models:qpctrain_simple:ionosphere.qpc.gauss.0.1.bgraph.D1.png?300|}}   |  {{projects:models:qpctrain_simple:ionosphere.qpc.gauss.0.1.scatterplot.D1-2.png?300|}}  |  {{projects:models:qpctrain_simple:ionosphere.qpc.gauss.0.1.bgraph.D2.png?300|}}  |

==== iris ====

   Direction  1
   QPC=0.8478
   LVQ acc.=0.9867
   LVQ 1D acc.=0.9867
   --
   Direction  2
   QPC=0.6655
   LVQ acc.=0.9533
   LVQ 1D acc.=0.8400

|  {{projects:models:qpctrain_simple:iris.qpc.gauss.0.1.bgraph.D1.png?300|}}   |  {{projects:models:qpctrain_simple:iris.qpc.gauss.0.1.scatterplot.D1-2.png?300|}}  |  {{projects:models:qpctrain_simple:iris.qpc.gauss.0.1.bgraph.D2.png?300|}}  |

==== lbreast-nomis ====

   Direction  1
   QPC=0.2927
   LVQ acc.=0.6606
   LVQ 1D acc.=0.6606
   --
   Direction  2
   QPC=0.3061
   LVQ acc.=0.7004
   LVQ 1D acc.=0.6859

|  {{projects:models:qpctrain_simple:lbreast-nomis.qpc.gauss.0.1.bgraph.D1.png?300|}}   |  {{projects:models:qpctrain_simple:lbreast-nomis.qpc.gauss.0.1.scatterplot.D1-2.png?300|}}  |  {{projects:models:qpctrain_simple:lbreast-nomis.qpc.gauss.0.1.bgraph.D2.png?300|}}  |

==== madelon_train ====

   Direction  1
   QPC=0.4152
   LVQ acc.=0.7720
   LVQ 1D acc.=0.7720
   --
   Direction  2
   QPC=0.3509
   LVQ acc.=0.7135
   LVQ 1D acc.=0.7185

|  {{projects:models:qpctrain_simple:madelon_train.qpc.gauss.0.1.bgraph.D1.png?300|}}   |  {{projects:models:qpctrain_simple:madelon_train.qpc.gauss.0.1.scatterplot.D1-2.png?300|}}  |  {{projects:models:qpctrain_simple:madelon_train.qpc.gauss.0.1.bgraph.D2.png?300|}}  |

==== monks1 ====

   Direction  1
   QPC=0.3355
   LVQ acc.=0.6613
   LVQ 1D acc.=0.6613
   --
   Direction  2
   QPC=0.4364
   LVQ acc.=0.6613
   LVQ 1D acc.=0.7177

|  {{projects:models:qpctrain_simple:monks1.qpc.gauss.0.1.bgraph.D1.png?300|}}   |  {{projects:models:qpctrain_simple:monks1.qpc.gauss.0.1.scatterplot.D1-2.png?300|}}  |  {{projects:models:qpctrain_simple:monks1.qpc.gauss.0.1.bgraph.D2.png?300|}}  |

==== monks2 ====

   Direction  1
   QPC=0.1342
   LVQ acc.=0.5503
   LVQ 1D acc.=0.5503
   --
   Direction  2
   QPC=0.1353
   LVQ acc.=0.5562
   LVQ 1D acc.=0.5385

|  {{projects:models:qpctrain_simple:monks2.qpc.gauss.0.1.bgraph.D1.png?300|}}   |  {{projects:models:qpctrain_simple:monks2.qpc.gauss.0.1.scatterplot.D1-2.png?300|}}  |  {{projects:models:qpctrain_simple:monks2.qpc.gauss.0.1.bgraph.D2.png?300|}}  |

==== monks3 ====

   Direction  1
   QPC=0.4230
   LVQ acc.=0.8033
   LVQ 1D acc.=0.8033
   --
   Direction  2
   QPC=0.0994
   LVQ acc.=0.8115
   LVQ 1D acc.=0.4672

|  {{projects:models:qpctrain_simple:monks3.qpc.gauss.0.1.bgraph.D1.png?300|}}   |  {{projects:models:qpctrain_simple:monks3.qpc.gauss.0.1.scatterplot.D1-2.png?300|}}  |  {{projects:models:qpctrain_simple:monks3.qpc.gauss.0.1.bgraph.D2.png?300|}}  |

==== parity-10 ====

   Direction  1
   QPC=0.0000
   LVQ acc.=0.5000
   LVQ 1D acc.=0.5000
   --
   Direction  2
   QPC=0.0000
   LVQ acc.=0.5127
   LVQ 1D acc.=0.5215

|  {{projects:models:qpctrain_simple:parity-10.qpc.gauss.0.1.bgraph.D1.png?300|}}   |  {{projects:models:qpctrain_simple:parity-10.qpc.gauss.0.1.scatterplot.D1-2.png?300|}}  |  {{projects:models:qpctrain_simple:parity-10.qpc.gauss.0.1.bgraph.D2.png?300|}}  |

==== parity-9 ====

   Direction  1
   QPC=0.0180
   LVQ acc.=0.5000
   LVQ 1D acc.=0.5000
   --
   Direction  2
   QPC=0.2804
   LVQ acc.=0.4043
   LVQ 1D acc.=0.3320

|  {{projects:models:qpctrain_simple:parity-9.qpc.gauss.0.1.bgraph.D1.png?300|}}   |  {{projects:models:qpctrain_simple:parity-9.qpc.gauss.0.1.scatterplot.D1-2.png?300|}}  |  {{projects:models:qpctrain_simple:parity-9.qpc.gauss.0.1.bgraph.D2.png?300|}}  |

==== thyr-train ====

   Direction  1
   QPC=0.4350
   LVQ acc.=0.6853
   LVQ 1D acc.=0.6853
   --
   Direction  2
   QPC=0.1848
   LVQ acc.=0.6031
   LVQ 1D acc.=0.4881

|  {{projects:models:qpctrain_simple:thyr-train.qpc.gauss.0.1.bgraph.D1.png?300|}}   |  {{projects:models:qpctrain_simple:thyr-train.qpc.gauss.0.1.scatterplot.D1-2.png?300|}}  |  {{projects:models:qpctrain_simple:thyr-train.qpc.gauss.0.1.bgraph.D2.png?300|}}  |

==== wine ====

   Direction  1
   QPC=0.7807
   LVQ acc.=0.9494
   LVQ 1D acc.=0.9494
   --
   Direction  2
   QPC=0.6784
   LVQ acc.=0.9831
   LVQ 1D acc.=0.8708

|  {{projects:models:qpctrain_simple:wine.qpc.gauss.0.1.bgraph.D1.png?300|}}   |  {{projects:models:qpctrain_simple:wine.qpc.gauss.0.1.scatterplot.D1-2.png?300|}}  |  {{projects:models:qpctrain_simple:wine.qpc.gauss.0.1.bgraph.D2.png?300|}}  |