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Shi-Jie Pan 《中国物理 B》2022,31(6):60304-060304
Neighborhood preserving embedding (NPE) is an important linear dimensionality reduction technique that aims at preserving the local manifold structure. NPE contains three steps, i.e., finding the nearest neighbors of each data point, constructing the weight matrix, and obtaining the transformation matrix. Liang et al. proposed a variational quantum algorithm (VQA) for NPE [Phys. Rev. A 101 032323 (2020)]. The algorithm consists of three quantum sub-algorithms, corresponding to the three steps of NPE, and was expected to have an exponential speedup on the dimensionality n. However, the algorithm has two disadvantages: (i) It is not known how to efficiently obtain the input of the third sub-algorithm from the output of the second one. (ii) Its complexity cannot be rigorously analyzed because the third sub-algorithm in it is a VQA. In this paper, we propose a complete quantum algorithm for NPE, in which we redesign the three sub-algorithms and give a rigorous complexity analysis. It is shown that our algorithm can achieve a polynomial speedup on the number of data points m and an exponential speedup on the dimensionality n under certain conditions over the classical NPE algorithm, and achieve a significant speedup compared to Liang et al.'s algorithm even without considering the complexity of the VQA. 相似文献
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2阶相关免疫函数的构造与计数 总被引:6,自引:0,他引:6
本文讨论2阶相关免疫函数的构造与计数问题,构造出了一大类重量为2的方幂的2阶相关免疫函数,首次给出了2阶相关免疫函数个数的下界。 相似文献
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新的三元零相关区二维阵列集 总被引:1,自引:0,他引:1
提出了一类新的三元零相关区二维阵列集的构造方法.新的阵列集可由任意一对Hadamard阵生成,并且在零相关区内,其周期相关函数和非周期相关函数都为0.构造的二维阵列集中包含的阵列数目接近Tang-Fan-Matsufuji界,其性能参数达到了近似理想的状态. 相似文献
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基于辫子群的密码体制研究及进展 总被引:1,自引:0,他引:1
综述了基于辫子群的密码体制的研究成果和发展状况:介绍了现有的基于辫子群的一些密码体制,包括密钥交换协议,加密-解密方案和身分认证方案,同时也概述了相关的密码分析方法,如解共轭问题、基于长度和线性表示的攻击等.指出了目前基于辫子群的密码体制所存在的问题,并对其研究前景进行了展望. 相似文献
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We propose a scheme to realize quantum cloning of an unknown M-qudit equatorial-like entangled state. The first stage of the protocol requires teleportation. After the teleportation is accomplished, the receiver can reestablish the original state. In the second stage of the protocol, with the assistance (through a single-particle projective measurement) of the preparer, the perfect copy of an original state can be produced at the site of the sender. Our scheme requires a single maximally entangled qudit pair as the quantum channel and three dits classical communication. The scheme is feasible at the expense of consuming local resources which include M - 1 ancillary qudits introduced by the receiver and additional bi-qudit operations. Moreover, we construct a sort of unitary transformations which ensure ancillary qudits are not necessarily introduced by the sender. Comparing to the previous protocols, the proposed protocol is economical due to that the cost of both quantum nonlocal resources and classical communication is lowest. 相似文献