111 lines
4.6 KiB
Plaintext
111 lines
4.6 KiB
Plaintext
======= KWANTOWY SVM Z PAULI1 i PAULI2 FEATURE MAPS =======
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Testowanie Pauli1 z C=0.1...
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Fold 1/10: train (540, 14), val (60, 14)
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Fold 2/10: train (540, 14), val (60, 14)
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Fold 3/10: train (540, 14), val (60, 14)
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Fold 4/10: train (540, 14), val (60, 14)
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Fold 5/10: train (540, 14), val (60, 14)
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Fold 6/10: train (540, 14), val (60, 14)
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Fold 7/10: train (540, 14), val (60, 14)
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Fold 8/10: train (540, 14), val (60, 14)
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Fold 9/10: train (540, 14), val (60, 14)
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Fold 10/10: train (540, 14), val (60, 14)
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Dokładność kwantowego SVM z Pauli1, C=0.1: 0.4183 (czas: 82554.30 s)
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Testowanie Pauli1 z C=1.0...
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Fold 1/10: train (540, 14), val (60, 14)
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Fold 2/10: train (540, 14), val (60, 14)
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Fold 3/10: train (540, 14), val (60, 14)
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Fold 4/10: train (540, 14), val (60, 14)
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Fold 5/10: train (540, 14), val (60, 14)
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Fold 6/10: train (540, 14), val (60, 14)
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Fold 7/10: train (540, 14), val (60, 14)
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Fold 8/10: train (540, 14), val (60, 14)
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Fold 9/10: train (540, 14), val (60, 14)
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Fold 10/10: train (540, 14), val (60, 14)
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Dokładność kwantowego SVM z Pauli1, C=1.0: 0.5567 (czas: 82055.28 s)
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Testowanie Pauli1 z C=10.0...
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Fold 1/10: train (540, 14), val (60, 14)
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Fold 2/10: train (540, 14), val (60, 14)
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Fold 3/10: train (540, 14), val (60, 14)
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Fold 4/10: train (540, 14), val (60, 14)
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Fold 5/10: train (540, 14), val (60, 14)
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Fold 6/10: train (540, 14), val (60, 14)
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Fold 7/10: train (540, 14), val (60, 14)
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Fold 8/10: train (540, 14), val (60, 14)
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Fold 9/10: train (540, 14), val (60, 14)
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Fold 10/10: train (540, 14), val (60, 14)
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Dokładność kwantowego SVM z Pauli1, C=10.0: 0.5867 (czas: 82233.70 s)
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Testowanie Pauli2 z C=0.1...
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Fold 1/10: train (540, 14), val (60, 14)
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Fold 2/10: train (540, 14), val (60, 14)
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Fold 3/10: train (540, 14), val (60, 14)
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Fold 4/10: train (540, 14), val (60, 14)
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Fold 5/10: train (540, 14), val (60, 14)
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Fold 6/10: train (540, 14), val (60, 14)
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Fold 7/10: train (540, 14), val (60, 14)
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Fold 8/10: train (540, 14), val (60, 14)
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Fold 9/10: train (540, 14), val (60, 14)
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Fold 10/10: train (540, 14), val (60, 14)
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Dokładność kwantowego SVM z Pauli2, C=0.1: 0.4183 (czas: 154112.35 s)
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Testowanie Pauli2 z C=1.0...
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Fold 1/10: train (540, 14), val (60, 14)
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Fold 2/10: train (540, 14), val (60, 14)
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Fold 3/10: train (540, 14), val (60, 14)
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Fold 4/10: train (540, 14), val (60, 14)
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Fold 5/10: train (540, 14), val (60, 14)
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Fold 6/10: train (540, 14), val (60, 14)
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Fold 7/10: train (540, 14), val (60, 14)
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Fold 8/10: train (540, 14), val (60, 14)
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Fold 9/10: train (540, 14), val (60, 14)
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Fold 10/10: train (540, 14), val (60, 14)
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Dokładność kwantowego SVM z Pauli2, C=1.0: 0.5100 (czas: 154272.55 s)
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Testowanie Pauli2 z C=10.0...
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Fold 1/10: train (540, 14), val (60, 14)
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Fold 2/10: train (540, 14), val (60, 14)
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Fold 3/10: train (540, 14), val (60, 14)
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Fold 4/10: train (540, 14), val (60, 14)
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Fold 5/10: train (540, 14), val (60, 14)
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Fold 6/10: train (540, 14), val (60, 14)
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Fold 7/10: train (540, 14), val (60, 14)
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Fold 8/10: train (540, 14), val (60, 14)
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Fold 9/10: train (540, 14), val (60, 14)
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Fold 10/10: train (540, 14), val (60, 14)
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Dokładność kwantowego SVM z Pauli2, C=10.0: 0.5300 (czas: 153976.15 s)
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Najlepszy kwantowy SVM: Pauli1 z C=10.0, dokładność: 0.5867
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Raport klasyfikacji (najlepszy kwantowy SVM):
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precision recall f1-score support
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Astrocytoma, NOS 1.00 0.32 0.48 19
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Astrocytoma, anaplastic 1.00 0.26 0.42 42
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Glioblastoma 0.50 1.00 0.66 109
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Mixed glioma 1.00 0.34 0.51 38
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Oligodendroglioma, NOS 1.00 0.18 0.31 33
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Oligodendroglioma, anaplastic 1.00 0.12 0.21 17
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accuracy 0.57 258
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macro avg 0.92 0.37 0.43 258
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weighted avg 0.79 0.57 0.51 258
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Szczegółowe metryki dla modelu Kwantowy SVM Pauli1:
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Accuracy: 0.5698
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Precision: 0.7868
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Recall: 0.5698
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F1 Score: 0.5112
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ROC AUC: N/A
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Macierz pomyłek:
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[[ 6 0 13 0 0 0]
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[ 0 11 31 0 0 0]
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[ 0 0 109 0 0 0]
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[ 0 0 25 13 0 0]
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[ 0 0 27 0 6 0]
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[ 0 0 15 0 0 2]]
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Całkowity czas dla kwantowego SVM: 724722.86 sekund
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======= PODSUMOWANIE EKSPERYMENTU PAULI =======
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Data i czas zakończenia: 2025-09-05 20:01:14
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Całkowity czas eksperymentu: 1757102474.65 sekund
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