Quantum K-Means Clustering and Its Speedup
Quantum versions of k-means clustering, how they compute distances between points, the claimed speedups and the data loading caveat.
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739 articlesQuantum versions of k-means clustering, how they compute distances between points, the claimed speedups and the data loading caveat.
Quantum Stein’s lemma sets the optimal error exponent for telling two quantum states apart, given by the quantum relative entropy.
Entropic uncertainty relations express the uncertainty principle with entropies instead of standard deviations. Their forms, tests and uses.
Divergences between quantum states, including relative entropy, fidelity, trace distance and Jensen-Shannon divergence, and where each is used.
How measurement relates to entropy and information gain in quantum systems, and what uncertainty relations say about the trade-offs.
Rényi entropies generalize Shannon and von Neumann entropy with a parameter alpha. Definitions, properties and uses in entanglement studies.
Positive operator-valued measures describe the most general quantum measurements. Their definition, properties and uses beyond projective measurements.
Quantum measurement theory: observables, measurement operators, collapse, decoherence and the measurement problem, with the Zeno and eraser effects.
The superposition principle says any linear combination of quantum states is also a valid state. History, examples, experiments and uses.
The no-deleting theorem shows that one of two copies of an unknown quantum state cannot be deleted against the other. Meaning and consequences.
The no-cloning theorem, proved by Wootters, Zurek and Dieks in 1982, forbids copying an unknown quantum state. The proof and its consequences.
Perfect cloning is impossible, but approximate quantum cloning machines can make imperfect copies. Types, fidelity limits and experiments.