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 [J].

BARENCO, A .

PROCEEDINGS OF THE ROYAL SOCIETY-MATHEMATICAL AND PHYSICAL SCIENCES, 1995, 449 (1937) :679-683

[2] ELEMENTARY GATES FOR QUANTUM COMPUTATION [J].

BARENCO, A ;

BENNETT, CH ;

CLEVE, R ;

DIVINCENZO, DP ;

MARGOLUS, N ;

SHOR, P ;

SLEATOR, T ;

SMOLIN, JA ;

WEINFURTER, H .

PHYSICAL REVIEW A, 1995, 52 (05) :3457-3467

[3]

BISHOP CM, 1999, INT NEURAL NETWORKS

[4] 2-BIT GATES ARE UNIVERSAL FOR QUANTUM COMPUTATION [J].

DIVINCENZO, DP .

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 [J].

GROSSBERG, S .

NEURAL NETWORKS, 1988, 1 (01) :17-61

[7] Quantum mechanics helps in searching for a needle in a haystack [J].

Grover, LK .

PHYSICAL REVIEW LETTERS, 1997, 79 (02) :325-328

[8] BOUNDS ON THE NUMBER OF HIDDEN NEURONS IN MULTILAYER PERCEPTRONS [J].

HUANG, SC ;

HUANG, YF .

IEEE TRANSACTIONS ON NEURAL NETWORKS, 1991, 2 (01) :47-55

[9] Efficient scheme for initializing a quantum register with an arbitrary superposed state [J].

Long, GL ;

Sun, Y .

PHYSICAL REVIEW A, 2001, 64 (01) :4

[10]

LOYD S, 1995, PHYS REV LETT, V75, P346

← 1 2 →