Quantum feature maps in k-means yield 88.6% accuracy on Iris and 91.0% on breast cancer data using shallow NISQ circuits, with improved stability over classical Euclidean distance.
A clustering method based on k-means algorithm.Physics Procedia, 25:1104–1109
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Hybrid Quantum--Classical k-Means Clustering via Quantum Feature Maps
Quantum feature maps in k-means yield 88.6% accuracy on Iris and 91.0% on breast cancer data using shallow NISQ circuits, with improved stability over classical Euclidean distance.