http://fizyka.umk.pl/~grochu/wiki/ 2026-05-14T21:56:13+00:00 http://fizyka.umk.pl/~grochu/wiki/ http://fizyka.umk.pl/~grochu/wiki/umk.pl/~grochu/wiki/lib/tpl/bootstrap3/images/favicon.ico text/html 2017-10-02T09:18:01+00:00 Anonymous (anonymous@undisclosed.example.com) http://fizyka.umk.pl/~grochu/wiki/doku.php?id=projects:models:llvq:cvtest:cvtest&rev=1506935881&do=diff Constrained LVQ - Porownanie klasyfikatorów - Test 10CV Dataset QPC/LVQ1 PCA/LVQ1 LVQ1 SVM text/html 2017-10-02T09:18:01+00:00 Anonymous (anonymous@undisclosed.example.com) http://fizyka.umk.pl/~grochu/wiki/doku.php?id=projects:models:llvq:cvtest:lvq_all&rev=1506935881&do=diff LVQ1 Ustawienia Method lvq Initialization 5 LVQ learnign rate 0.010000 K range 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 Precision (eps) 0.010000 Dataset Model acc. std. #K text/html 2017-10-02T09:18:01+00:00 Anonymous (anonymous@undisclosed.example.com) http://fizyka.umk.pl/~grochu/wiki/doku.php?id=projects:models:llvq:cvtest:lvq_best&rev=1506935881&do=diff appendi 86.6 6.8 2 australian-statlog 85.6 4.6 2 Btsymmetry20x1000 75.7 4.3 12 bitsymetry15x100 68.0 12.5 18 bitsymetry20x100 59.0 15.8 8 breast-cancer-w 96.5 2.5 2 text/html 2017-10-02T09:18:01+00:00 Anonymous (anonymous@undisclosed.example.com) http://fizyka.umk.pl/~grochu/wiki/doku.php?id=projects:models:llvq:cvtest:mlp_matlab_all&rev=1506935881&do=diff MLP Matlab Toolbox Learning rate 0.2 Method MLP Max. iterations 1000 Learning rate 0.200000 nodes range 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 Precision (eps) 0.001000 Dataset Model text/html 2017-10-02T09:18:01+00:00 Anonymous (anonymous@undisclosed.example.com) http://fizyka.umk.pl/~grochu/wiki/doku.php?id=projects:models:llvq:cvtest:mlp_snns_par&rev=1506935881&do=diff MLP (SNNS) - parity lr - learning rate initiations 10 10CV not stratified Parity 10 lr=0.2 lr=0.5 neurons acc. std. acc. std. 1 47.70 5.54 44,70 5,81 2 45.60 6.50 text/html 2017-10-02T09:18:01+00:00 Anonymous (anonymous@undisclosed.example.com) http://fizyka.umk.pl/~grochu/wiki/doku.php?id=projects:models:llvq:cvtest:mlp&rev=1506935881&do=diff MLP with penalty appendi neurons acc. std. 1 87.7 8.7 2 84.6 11.6 3 82.9 7.4 4 83.9 7.7 5 85.0 6.5 6 83.3 11.1 7 86.9 11.6 8 85.0 6.2 9 84.8 13.6 10 84.0 12.5 11 85.1 text/html 2017-10-02T09:18:01+00:00 Anonymous (anonymous@undisclosed.example.com) http://fizyka.umk.pl/~grochu/wiki/doku.php?id=projects:models:llvq:cvtest:mlp2&rev=1506935881&do=diff MLP Intemi/C++ MLP Settings Initial value of learning rate 0.2 Reward factor 0 Penalty factor 0 Lambda factor 0 Regularization 0 Eps 0.1 No. of hidden neurons from 0 to 20 Max. number of iterations 1000 Max. number of initializations 10 Initial slope of sigmoid function 1 Initiation type random [-1,1] sl… text/html 2017-10-02T09:18:01+00:00 Anonymous (anonymous@undisclosed.example.com) http://fizyka.umk.pl/~grochu/wiki/doku.php?id=projects:models:llvq:cvtest:mlpporownanie&rev=1506935881&do=diff MLP vs. MLP with penalty MLP (with penalty) Dataset MLP acc. std. #N acc. std. #N 87.7 8.7 1 appendi 87.6 9.3 0 86.5 5.2 1 australian-statlog text/html 2017-10-02T09:18:01+00:00 Anonymous (anonymous@undisclosed.example.com) http://fizyka.umk.pl/~grochu/wiki/doku.php?id=projects:models:llvq:cvtest:pcalvq1&rev=1506935881&do=diff PCA + LVQ1 - Test 10CV Dataset PCA/LVQ1 vec feat acc. std. #P std. #K std. Appendicities 106 7 82.18 7.43 1.00 0.00 3.10 1.37 Australian text/html 2017-10-02T09:18:01+00:00 Anonymous (anonymous@undisclosed.example.com) http://fizyka.umk.pl/~grochu/wiki/doku.php?id=projects:models:llvq:cvtest:qpclvq1&rev=1506935881&do=diff 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