Physics – Condensed Matter – Disordered Systems and Neural Networks
Scientific paper
2009-05-21
Physics
Condensed Matter
Disordered Systems and Neural Networks
8 pages, 6 figures, Proceedings of the 25th Conference on Uncertainty in Artificial Intelligence (UAI 2009) accepted
Scientific paper
This paper studies quantum annealing (QA) for clustering, which can be seen
as an extension of simulated annealing (SA). We derive a QA algorithm for
clustering and propose an annealing schedule, which is crucial in practice.
Experiments show the proposed QA algorithm finds better clustering assignments
than SA. Furthermore, QA is as easy as SA to implement.
Kurihara Kenichi
Miyashita Seiji
Tanaka Shu
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