Edytuj stronę Odnośniki Fold/unfold all ODT export Ta strona jest tylko do odczytu. Możesz wyświetlić źródła tej strony ale nie możesz ich zmienić. ====== QPC_simple (19.04.2010 )====== ===== OPIS ===== Uczenie 3 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=0.5329 LVQ acc.=0.8585 LVQ 1D acc.=0.8585 -- Direction 2 QPC=0.5360 LVQ acc.=0.8491 LVQ 1D acc.=0.8679 -- Direction 3 QPC=0.4984 LVQ acc.=0.8396 LVQ 1D acc.=0.8208 | {{projects:models:qpctrain_simple_04_19:appendi.qpc_simple.gauss.0.1.bgraph.d1.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:appendi.qpc_simple.gauss.0.1.bgraph.d2.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:appendi.qpc_simple.gauss.0.1.bgraph.d3.png?200|}} | {{projects:models:qpctrain_simple_04_19:appendi.qpc_simple.gauss.0.1.scatterplot.all.png?400|}} | ==== arcene_train ==== Direction 1 QPC=0.0000 LVQ acc.=0.6300 LVQ 1D acc.=0.6300 -- Direction 2 QPC=-0.0071 LVQ acc.=0.6200 LVQ 1D acc.=0.5900 -- Direction 3 QPC=-0.0000 LVQ acc.=0.6200 LVQ 1D acc.=0.5600 | {{projects:models:qpctrain_simple_04_19:arcene_train.qpc_simple.gauss.0.1.bgraph.d1.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:arcene_train.qpc_simple.gauss.0.1.bgraph.d2.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:arcene_train.qpc_simple.gauss.0.1.bgraph.d3.png?200|}} | {{projects:models:qpctrain_simple_04_19:arcene_train.qpc_simple.gauss.0.1.scatterplot.all.png?400|}} | ==== breast-nomis ==== Direction 1 QPC=0.7104 LVQ acc.=0.9561 LVQ 1D acc.=0.9561 -- Direction 2 QPC=0.8158 LVQ acc.=0.9649 LVQ 1D acc.=0.9619 -- Direction 3 QPC=0.8158 LVQ acc.=0.9663 LVQ 1D acc.=0.9590 | {{projects:models:qpctrain_simple_04_19:breast-nomis.qpc_simple.gauss.0.1.bgraph.d1.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:breast-nomis.qpc_simple.gauss.0.1.bgraph.d2.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:breast-nomis.qpc_simple.gauss.0.1.bgraph.d3.png?200|}} | {{projects:models:qpctrain_simple_04_19:breast-nomis.qpc_simple.gauss.0.1.scatterplot.all.png?400|}} | ==== circ4n2 ==== Direction 1 QPC=0.2464 LVQ acc.=0.4563 LVQ 1D acc.=0.4563 -- Direction 2 QPC=0.0338 LVQ acc.=0.3713 LVQ 1D acc.=0.2775 -- Direction 3 QPC=0.1174 LVQ acc.=0.3613 LVQ 1D acc.=0.2975 | {{projects:models:qpctrain_simple_04_19:circ4n2.qpc_simple.gauss.0.1.bgraph.d1.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:circ4n2.qpc_simple.gauss.0.1.bgraph.d2.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:circ4n2.qpc_simple.gauss.0.1.bgraph.d3.png?200|}} | {{projects:models:qpctrain_simple_04_19:circ4n2.qpc_simple.gauss.0.1.scatterplot.all.png?400|}} | ==== glass ==== Direction 1 QPC=0.4787 LVQ acc.=0.4346 LVQ 1D acc.=0.4346 -- Direction 2 QPC=0.4251 LVQ acc.=0.4486 LVQ 1D acc.=0.5000 -- Direction 3 QPC=0.3193 LVQ acc.=0.4252 LVQ 1D acc.=0.3411 | {{projects:models:qpctrain_simple_04_19:glass.qpc_simple.gauss.0.1.bgraph.d1.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:glass.qpc_simple.gauss.0.1.bgraph.d2.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:glass.qpc_simple.gauss.0.1.bgraph.d3.png?200|}} | {{projects:models:qpctrain_simple_04_19:glass.qpc_simple.gauss.0.1.scatterplot.all.png?400|}} | ==== heart-nomis ==== Direction 1 QPC=0.4932 LVQ acc.=0.8350 LVQ 1D acc.=0.8350 -- Direction 2 QPC=0.5734 LVQ acc.=0.8451 LVQ 1D acc.=0.8418 -- Direction 3 QPC=0.5729 LVQ acc.=0.8519 LVQ 1D acc.=0.8316 | {{projects:models:qpctrain_simple_04_19:heart-nomis.qpc_simple.gauss.0.1.bgraph.d1.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:heart-nomis.qpc_simple.gauss.0.1.bgraph.d2.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:heart-nomis.qpc_simple.gauss.0.1.bgraph.d3.png?200|}} | {{projects:models:qpctrain_simple_04_19:heart-nomis.qpc_simple.gauss.0.1.scatterplot.all.png?400|}} | ==== ionosphere ==== Direction 1 QPC=0.6068 LVQ acc.=0.8450 LVQ 1D acc.=0.8450 -- Direction 2 QPC=0.5647 LVQ acc.=0.8000 LVQ 1D acc.=0.8200 -- Direction 3 QPC=0.6144 LVQ acc.=0.8100 LVQ 1D acc.=0.8700 | {{projects:models:qpctrain_simple_04_19:ionosphere.qpc_simple.gauss.0.1.bgraph.d1.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:ionosphere.qpc_simple.gauss.0.1.bgraph.d2.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:ionosphere.qpc_simple.gauss.0.1.bgraph.d3.png?200|}} | {{projects:models:qpctrain_simple_04_19:ionosphere.qpc_simple.gauss.0.1.scatterplot.all.png?400|}} | ==== iris ==== Direction 1 QPC=0.8471 LVQ acc.=0.9800 LVQ 1D acc.=0.9800 -- Direction 2 QPC=0.7373 LVQ acc.=0.9667 LVQ 1D acc.=0.8933 -- Direction 3 QPC=0.4014 LVQ acc.=0.9533 LVQ 1D acc.=0.6200 | {{projects:models:qpctrain_simple_04_19:iris.qpc_simple.gauss.0.1.bgraph.d1.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:iris.qpc_simple.gauss.0.1.bgraph.d2.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:iris.qpc_simple.gauss.0.1.bgraph.d3.png?200|}} | {{projects:models:qpctrain_simple_04_19:iris.qpc_simple.gauss.0.1.scatterplot.all.png?400|}} | ==== lbreast-nomis ==== Direction 1 QPC=0.2863 LVQ acc.=0.7112 LVQ 1D acc.=0.7112 -- Direction 2 QPC=0.1618 LVQ acc.=0.7076 LVQ 1D acc.=0.6534 -- Direction 3 QPC=0.3100 LVQ acc.=0.7148 LVQ 1D acc.=0.6823 | {{projects:models:qpctrain_simple_04_19:lbreast-nomis.qpc_simple.gauss.0.1.bgraph.d1.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:lbreast-nomis.qpc_simple.gauss.0.1.bgraph.d2.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:lbreast-nomis.qpc_simple.gauss.0.1.bgraph.d3.png?200|}} | {{projects:models:qpctrain_simple_04_19:lbreast-nomis.qpc_simple.gauss.0.1.scatterplot.all.png?400|}} | ==== madelon_train ==== Direction 1 QPC=0.4173 LVQ acc.=0.7750 LVQ 1D acc.=0.7750 -- Direction 2 QPC=0.3614 LVQ acc.=0.7120 LVQ 1D acc.=0.7225 -- Direction 3 QPC=0.3299 LVQ acc.=0.6850 LVQ 1D acc.=0.7060 | {{projects:models:qpctrain_simple_04_19:madelon_train.qpc_simple.gauss.0.1.bgraph.d1.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:madelon_train.qpc_simple.gauss.0.1.bgraph.d2.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:madelon_train.qpc_simple.gauss.0.1.bgraph.d3.png?200|}} | {{projects:models:qpctrain_simple_04_19:madelon_train.qpc_simple.gauss.0.1.scatterplot.all.png?400|}} | ==== monks1 ==== Direction 1 QPC=0.1868 LVQ acc.=0.6210 LVQ 1D acc.=0.6210 -- Direction 2 QPC=0.3894 LVQ acc.=0.6048 LVQ 1D acc.=0.7177 -- Direction 3 QPC=0.3893 LVQ acc.=0.6371 LVQ 1D acc.=0.7097 | {{projects:models:qpctrain_simple_04_19:monks1.qpc_simple.gauss.0.1.bgraph.d1.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:monks1.qpc_simple.gauss.0.1.bgraph.d2.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:monks1.qpc_simple.gauss.0.1.bgraph.d3.png?200|}} | {{projects:models:qpctrain_simple_04_19:monks1.qpc_simple.gauss.0.1.scatterplot.all.png?400|}} | ==== monks2 ==== Direction 1 QPC=0.1083 LVQ acc.=0.5148 LVQ 1D acc.=0.5148 -- Direction 2 QPC=0.2050 LVQ acc.=0.5030 LVQ 1D acc.=0.5917 -- Direction 3 QPC=0.2069 LVQ acc.=0.4911 LVQ 1D acc.=0.5976 | {{projects:models:qpctrain_simple_04_19:monks2.qpc_simple.gauss.0.1.bgraph.d1.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:monks2.qpc_simple.gauss.0.1.bgraph.d2.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:monks2.qpc_simple.gauss.0.1.bgraph.d3.png?200|}} | {{projects:models:qpctrain_simple_04_19:monks2.qpc_simple.gauss.0.1.scatterplot.all.png?400|}} | ==== monks3 ==== Direction 1 QPC=0.4217 LVQ acc.=0.8361 LVQ 1D acc.=0.8361 -- Direction 2 QPC=0.2650 LVQ acc.=0.7787 LVQ 1D acc.=0.5984 -- Direction 3 QPC=0.1125 LVQ acc.=0.7705 LVQ 1D acc.=0.6393 | {{projects:models:qpctrain_simple_04_19:monks3.qpc_simple.gauss.0.1.bgraph.d1.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:monks3.qpc_simple.gauss.0.1.bgraph.d2.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:monks3.qpc_simple.gauss.0.1.bgraph.d3.png?200|}} | {{projects:models:qpctrain_simple_04_19:monks3.qpc_simple.gauss.0.1.scatterplot.all.png?400|}} | ==== parity-10 ==== Direction 1 QPC=0.0000 LVQ acc.=0.5029 LVQ 1D acc.=0.5029 -- Direction 2 QPC=0.0000 LVQ acc.=0.5000 LVQ 1D acc.=0.5088 -- Direction 3 QPC=0.0000 LVQ acc.=0.5049 LVQ 1D acc.=0.5039 | {{projects:models:qpctrain_simple_04_19:parity-10.qpc_simple.gauss.0.1.bgraph.d1.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:parity-10.qpc_simple.gauss.0.1.bgraph.d2.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:parity-10.qpc_simple.gauss.0.1.bgraph.d3.png?200|}} | {{projects:models:qpctrain_simple_04_19:parity-10.qpc_simple.gauss.0.1.scatterplot.all.png?400|}} | ==== parity-9 ==== Direction 1 QPC=0.4042 LVQ acc.=0.6367 LVQ 1D acc.=0.6367 -- Direction 2 QPC=0.3517 LVQ acc.=0.5000 LVQ 1D acc.=0.6328 -- Direction 3 QPC=0.0686 LVQ acc.=0.5313 LVQ 1D acc.=0.5664 | {{projects:models:qpctrain_simple_04_19:parity-9.qpc_simple.gauss.0.1.bgraph.d1.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:parity-9.qpc_simple.gauss.0.1.bgraph.d2.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:parity-9.qpc_simple.gauss.0.1.bgraph.d3.png?200|}} | {{projects:models:qpctrain_simple_04_19:parity-9.qpc_simple.gauss.0.1.scatterplot.all.png?400|}} | ==== thyr-train ==== Direction 1 QPC=0.3439 LVQ acc.=0.5284 LVQ 1D acc.=0.5284 -- Direction 2 QPC=0.2595 LVQ acc.=0.3616 LVQ 1D acc.=0.4183 -- Direction 3 QPC=0.1753 LVQ acc.=0.3327 LVQ 1D acc.=0.3481 | {{projects:models:qpctrain_simple_04_19:thyr-train.qpc_simple.gauss.0.1.bgraph.d1.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:thyr-train.qpc_simple.gauss.0.1.bgraph.d2.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:thyr-train.qpc_simple.gauss.0.1.bgraph.d3.png?200|}} | {{projects:models:qpctrain_simple_04_19:thyr-train.qpc_simple.gauss.0.1.scatterplot.all.png?400|}} | ==== wine ==== Direction 1 QPC=0.6875 LVQ acc.=0.8989 LVQ 1D acc.=0.8989 -- Direction 2 QPC=0.7584 LVQ acc.=0.9775 LVQ 1D acc.=0.9551 -- Direction 3 QPC=0.4983 LVQ acc.=0.9775 LVQ 1D acc.=0.7247 | {{projects:models:qpctrain_simple_04_19:wine.qpc_simple.gauss.0.1.bgraph.d1.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:wine.qpc_simple.gauss.0.1.bgraph.d2.png?200|}} \\ {{projects:models:qpctrain_simple_04_19:wine.qpc_simple.gauss.0.1.bgraph.d3.png?200|}} | {{projects:models:qpctrain_simple_04_19:wine.qpc_simple.gauss.0.1.scatterplot.all.png?400|}} |