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Table 4 Testing accuracy applied to defect detection of industrial product. Prod. and (Q)ML stand for industrial product and (quantum) machine learning. Defective product is less than 1% on developing products. ⇒ means preprocessing. After preprocessing, we select 10 features by principal component analysis (PCA). C, Z stand for ckSVM and qkSVM using Z feature map

From: Performance of quantum kernel on initial learning process

 

Original data

 

Quantity(defect)

Prod.

>10,000 (<100)

Imbalance dataset for (Q) ML

Size

Good: Defect

Training

Testing

Accuracy: C

Accuracy: Z

160

3:1

40

120

0.93

0.97