连续变量的量子拓扑数据分析

IF 1.7 Q2 MATHEMATICS, APPLIED
G. Siopsis
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引用次数: 7

摘要

介绍了一种连续可变量子拓扑数据算法。量子算法的目标是计算持久同调中的Betti数,该数是组合拉普拉斯算子的核的维数。我通过使用qRAM创建一个组织数据集的oracle来完成这项任务。然后,我对Dirac算子进行连续可变相位估计,得到具有特征值峰值的概率分布。结果还利用了连续变量条件交换门的实现。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Quantum topological data analysis with continuous variables
I introduce a continuous-variable quantum topological data algorithm. The goal of the quantum algorithm is to calculate the Betti numbers in persistent homology which are the dimensions of the kernel of the combinatorial Laplacian. I accomplish this task with the use of qRAM to create an oracle which organizes sets of data. I then perform a continuous-variable phase estimation on a Dirac operator to get a probability distribution with eigenvalue peaks. The results also leverage an implementation of continuous-variable conditional swap gate.
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来源期刊
CiteScore
3.30
自引率
0.00%
发文量
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