Literature DB >> 18851429

Quantum simulations of classical annealing processes.

R D Somma1, S Boixo, H Barnum, E Knill.   

Abstract

We describe a quantum algorithm that solves combinatorial optimization problems by quantum simulation of a classical simulated annealing process. Our algorithm exploits quantum walks and the quantum Zeno effect induced by evolution randomization. It requires order 1/sqrt delta steps to find an optimal solution with bounded error probability, where delta is the minimum spectral gap of the stochastic matrices used in the classical annealing process. This is a quadratic improvement over the order 1/delta steps required by the latter.

Mesh:

Year:  2008        PMID: 18851429     DOI: 10.1103/PhysRevLett.101.130504

Source DB:  PubMed          Journal:  Phys Rev Lett        ISSN: 0031-9007            Impact factor:   9.161


  7 in total

1.  A quantum-quantum Metropolis algorithm.

Authors:  Man-Hong Yung; Alán Aspuru-Guzik
Journal:  Proc Natl Acad Sci U S A       Date:  2012-01-03       Impact factor: 11.205

2.  Quantum Metropolis sampling.

Authors:  K Temme; T J Osborne; K G Vollbrecht; D Poulin; F Verstraete
Journal:  Nature       Date:  2011-03-03       Impact factor: 49.962

3.  Quantum speedup of Monte Carlo methods.

Authors:  Ashley Montanaro
Journal:  Proc Math Phys Eng Sci       Date:  2015-09-08       Impact factor: 2.704

4.  Quantum Enhanced Inference in Markov Logic Networks.

Authors:  Peter Wittek; Christian Gogolin
Journal:  Sci Rep       Date:  2017-04-19       Impact factor: 4.379

Review 5.  Quantum machine learning: a classical perspective.

Authors:  Carlo Ciliberto; Mark Herbster; Alessandro Davide Ialongo; Massimiliano Pontil; Andrea Rocchetto; Simone Severini; Leonard Wossnig
Journal:  Proc Math Phys Eng Sci       Date:  2018-01-17       Impact factor: 2.704

6.  MapEff: An Effective Graph Isomorphism Agorithm Based on the Discrete-Time Quantum Walk.

Authors:  Kai Liu; Yi Zhang; Kai Lu; Xiaoping Wang; Xin Wang; Guojing Tian
Journal:  Entropy (Basel)       Date:  2019-06-05       Impact factor: 2.524

7.  Computational multiqubit tunnelling in programmable quantum annealers.

Authors:  Sergio Boixo; Vadim N Smelyanskiy; Alireza Shabani; Sergei V Isakov; Mark Dykman; Vasil S Denchev; Mohammad H Amin; Anatoly Yu Smirnov; Masoud Mohseni; Hartmut Neven
Journal:  Nat Commun       Date:  2016-01-07       Impact factor: 14.919

  7 in total

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