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一种量子竞争学习算法 被引量：6

A Quantum Competitive Learning Algorithm
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摘要 量子计算(Quantum Computation)以其独特的性能引起广泛瞩目。本文尝试将量子计算与传统的神经计算结合起来,通过设计若干个量子算子来构造Hamming神经网络的量子对照物,从而提出一种量子竞争学习算法(Quantum Competitive Learning Algorithm,QCLA),它能够实现模式分类和联想记忆。 Quantum computation is well known for its particular computational performance. In this paper, we try to combine quantum computation with classical neural computation, through designing several quantum operators we construct the quantum counterpart of Hamming neural network, and put forward a quantum competitive learning algorithm to realize functions of pattern classification and associative memory.
作者 解光军 庄镇泉 解光军
机构地区 中国科技大学量子通讯与量子计算实验室 合肥工业大学应用物理系
出处 《量子电子学报》 CAS CSCD 北大核心 2003年第1期42-46,共5页 Chinese Journal of Quantum Electronics
基金 国家自然科学基金(60171029)资助
关键词 量子竞争学习算法 量子计算 HAMMING神经网络 量子神经计算 QCLA quantum learning quantum computation Hamming neural network quantum neural computation
分类号 TP18 [自动化与计算机技术—控制理论与控制工程] O413 [理学—理论物理]
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参考文献1

二级参考文献11

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共引文献23

同被引文献43

  • 1杨俊安,邹谊,庄镇泉.基于多宇宙并行量子遗传算法的非线性盲源分离算法研究[J].电子与信息学报,2004,26(8):1210-1217. 被引量：10
  • 2解光军,范海秋,操礼程.一种量子神经计算网络模型[J].复旦学报（自然科学版）,2004,43(5):700-703. 被引量：18
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  • 6Grover L K. Quantum mechanics algorithm helps in searching for a needle in a haystack [J]. Phys. Rev. Lett.,1997, 79: 325.
  • 7Shor P W. Polynomial-time algorithms for prime factorization and discrete logarithms on a quantum computer[J].SIAM Journal Computing, 1997, 26(5): 1484-1509.
  • 8Ventura D, Martinez T. An artificial neuron with quantum mechanical properties [C]//Proc. of the International Conference on Artificial Neural Networks and Genetics Algorithms, 1997, 4: 482-485.
  • 9Ventura D, Martinez T. A quantum associative memory based on Grover's algorithm [C] // Proc. of the Int.Conf. on Artificial Neural Networks and Genetics Algorithms, 1999, 4: 22-27.
  • 10Ventura D, Martinez T. Quantum associative memory with exponential capacity [C] // Proc. of the Int. Joint Conference on Neural Networks, 1998, 5: 509-513.

引证文献6

二级引证文献22

量子电子学报
2003年 第1期

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