A Quantum Analog to Basis Function Networks

机译：量子模拟基函数网络

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A Fourier-based quantum computational learning algorithm with similarities to classical basis function networks is developed. Instead of a Gaussian basis, the quantum algorithm uses a discrete Fourier basis with the output being a linear combination of the basis. A set of examples is considered as a quantum system that undergoes unitary transformations to produce learning. The main result of the work is a quantum computational learning algorithm that is unique among quantum algorithms as it does not assume a priori knowledge of a function f.

机译：提出了一种与经典基函数网络相似的基于傅立叶的量子计算学习算法。代替高斯基础，量子算法使用离散傅立叶基础，输出是基础的线性组合。一组示例被认为是经过单一变换产生学习的量子系统。这项工作的主要结果是量子计算学习算法，该算法在量子算法中是独一无二的，因为它不假设函数f的先验知识。

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来源
《Fifth International Conference on Computing Anticipatory Systems (CASYS 2001) Aug 13-18, 2001 Liege, Belgium》|2001年|p.286-295|共10页
会议地点 Liege(BE);Liege(BE)
作者
Dan Ventura;
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作者单位

Computer Science Department Brigham Young University, Provo, UT USA 84602;

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会议组织
原文格式 PDF
正文语种 eng
中图分类 N9;
关键词
quantum computing; basis function networks; fourier analysis; computational learning;

机译：量子计算;基函数网络;傅立叶分析;计算学习;

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2. A parallel analog signal processing unit based on radial basis function networks [J] . Cancelo G., Mayosky M. IEEE Transactions on Nuclear Science . 1998,第3期

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3. Fault diagnosis of electronic analog circuits using a radial basis function network classifier [J] . Marcantonio Catelani, Ada Fort Measurement . 2000,第3期

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4. A quantum analog to basis function networks [C] . Dan Ventura International Conference on Computing Anticipatory Systems . 2002

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5. Flexible basis function neural networks for efficient analog implementations. [D] . Al-Hindi, Khalid Aa. 2002

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6. Mutual Connectivity Analysis (MCA) Using Generalized Radial Basis Function Neural Networks for Nonlinear Functional Connectivity Network Recovery in Resting-State Functional MRI [O] . Adora M. DSouza, Anas Zainul Abidin, Mahesh B. Nagarajan, -1

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7. A Quantum Analog to Basis Function Networks [O] . Dan Ventura 2015

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8. Radial Basis Functions, Multi-Variable Functional Interpolation and Adaptive Networks [R] . Broomhead, D. S., Lowe, D. 1988

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A Quantum Analog to Basis Function Networks

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