A quantum neural network model

被引：14

作者：

Andrecut, M ^{[1
]}

Ali, MK ^{[1
]}

机构：

[1] Univ Lethbridge, Dept Phys, Lethbridge, AB T1K 3M4, Canada

来源：

INTERNATIONAL JOURNAL OF MODERN PHYSICS C | 2002年 / 13卷 / 01期

关键词：

quantum algorithms; quantum neural networks;

D O I：

10.1142/S0129183102002948

中图分类号：

TP39 [计算机的应用];

学科分类号：

081203 ; 0835 ;

摘要：

We present the algorithms necessary for the implementation of a quantum neural network with learning and classification tasks. A complete implementation for the classification and learning algorithms is given in terms of unitary quantum gates. Such a quantum neural network can be used to perform complex classification tasks or to solve the general problem of binary mapping.

引用

页码：75 / 88

页数：14

共 16 条

[1] A UNIVERSAL 2-BIT GATE FOR QUANTUM COMPUTATION
BARENCO, A
[J]. PROCEEDINGS OF THE ROYAL SOCIETY-MATHEMATICAL AND PHYSICAL SCIENCES, 1995, 449 (1937): : 679 - 683
[2] ELEMENTARY GATES FOR QUANTUM COMPUTATION
BARENCO, A
BENNETT, CH
CLEVE, R
DIVINCENZO, DP
MARGOLUS, N
SHOR, P
SLEATOR, T
SMOLIN, JA
WEINFURTER, H
[J]. PHYSICAL REVIEW A, 1995, 52 (05): : 3457 - 3467
[3] BISHOP CM, 1999, INT NEURAL NETWORKS
[4] 2-BIT GATES ARE UNIVERSAL FOR QUANTUM COMPUTATION
DIVINCENZO, DP
[J]. PHYSICAL REVIEW A, 1995, 51 (02): : 1015 - 1022
[5] Gallant S.I., 1993, Neural Network Learning and Expert Systems
[6] NONLINEAR NEURAL NETWORKS - PRINCIPLES, MECHANISMS, AND ARCHITECTURES
GROSSBERG, S
[J]. NEURAL NETWORKS, 1988, 1 (01) : 17 - 61
[7] Quantum mechanics helps in searching for a needle in a haystack
Grover, LK
[J]. PHYSICAL REVIEW LETTERS, 1997, 79 (02) : 325 - 328
[8] BOUNDS ON THE NUMBER OF HIDDEN NEURONS IN MULTILAYER PERCEPTRONS
HUANG, SC
HUANG, YF
[J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 1991, 2 (01): : 47 - 55
[9] Efficient scheme for initializing a quantum register with an arbitrary superposed state
Long, GL
Sun, Y
[J]. PHYSICAL REVIEW A, 2001, 64 (01): : 4
[10] LOYD S, 1995, PHYS REV LETT, V75, P346

← 1 2 →