Spectral approach to quantum searching on Markov chains—the complete bipartite graph

Since Grover devised a quantum algorithm for unstructured search, generalization of the algorithm to structured data sets represented by graphs has been an important research topic. The introduction of absorbing marked vertices provided a breakthrough for this problem, and recently it was proved tha...

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Veröffentlicht in:Journal of the Korean Physical Society 2023, 83(11), , pp.829-841
Hauptverfasser: Choi, Narknyul, Lee, Min-Ho
Format: Artikel
Sprache:eng
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Zusammenfassung:Since Grover devised a quantum algorithm for unstructured search, generalization of the algorithm to structured data sets represented by graphs has been an important research topic. The introduction of absorbing marked vertices provided a breakthrough for this problem, and recently it was proved that a quantum walk search algorithm replacing the marked vertices by partially absorbing vertices can find a marked vertex in any reversible Markov chain with any number of marked vertices. However, in contrast, the proof based on the quantum fast-forwarding technique gives little intuition about the underlying mechanism, while the spectral analysis of Grover’s algorithm leads to understanding of the searching mechanism as a rotation in a two-dimensional space. For a spectral approach to the quantum search on Markov chains, we consider as a nontrivial example the complete bipartite graph consisting of two sets X 1 and X 2 and the marked vertices being only in X 2 . By analytically determining the spectral information of the quantum walk, we demonstrate that the quantum algorithm shows quadratic speed-up compared to the corresponding classical search method. And we find that the quantum search is described in terms of a two-state model for that case.
ISSN:0374-4884
1976-8524
DOI:10.1007/s40042-023-00913-8