• 中国精品科技期刊
  • CCF推荐A类中文期刊
  • 计算领域高质量科技期刊T1类
高级检索

量子假设检验互信息

张淑仪, 席政军

张淑仪, 席政军. 量子假设检验互信息[J]. 计算机研究与发展, 2021, 58(9): 1906-1914. DOI: 10.7544/issn1000-1239.2021.20210346
引用本文: 张淑仪, 席政军. 量子假设检验互信息[J]. 计算机研究与发展, 2021, 58(9): 1906-1914. DOI: 10.7544/issn1000-1239.2021.20210346
Zhang Shuyi, Xi Zhengjun. Quantum Hypothesis Testing Mutual Information[J]. Journal of Computer Research and Development, 2021, 58(9): 1906-1914. DOI: 10.7544/issn1000-1239.2021.20210346
Citation: Zhang Shuyi, Xi Zhengjun. Quantum Hypothesis Testing Mutual Information[J]. Journal of Computer Research and Development, 2021, 58(9): 1906-1914. DOI: 10.7544/issn1000-1239.2021.20210346
张淑仪, 席政军. 量子假设检验互信息[J]. 计算机研究与发展, 2021, 58(9): 1906-1914. CSTR: 32373.14.issn1000-1239.2021.20210346
引用本文: 张淑仪, 席政军. 量子假设检验互信息[J]. 计算机研究与发展, 2021, 58(9): 1906-1914. CSTR: 32373.14.issn1000-1239.2021.20210346
Zhang Shuyi, Xi Zhengjun. Quantum Hypothesis Testing Mutual Information[J]. Journal of Computer Research and Development, 2021, 58(9): 1906-1914. CSTR: 32373.14.issn1000-1239.2021.20210346
Citation: Zhang Shuyi, Xi Zhengjun. Quantum Hypothesis Testing Mutual Information[J]. Journal of Computer Research and Development, 2021, 58(9): 1906-1914. CSTR: 32373.14.issn1000-1239.2021.20210346

量子假设检验互信息

基金项目: 国家自然科学基金项目(61671280);中央高校基本科研业务费专项资金(GK201902007);陕西师范大学优秀学术青年骨干项目(16QNGG013)
详细信息
  • 中图分类号: TP391

Quantum Hypothesis Testing Mutual Information

Funds: This work was supported by the National Natural Science Foundation of China (61671280), the Fundamental Research Funds for the Central Universities (GK201902007), and the Funded Projects for the Academic Leaders and Academic Backbones, Shaanxi Normal University (16QNGG013).
  • 摘要: von Neumann互信息是Shannon互信息在量子信息中的推广,在量子信道容量中有非常好的应用.由于量子态的非对易性,许多经典信息论中的量化在量子信息中有完全不等价的推广定义.量子假设检验相对熵来自于假设检验问题,是量子信息处理中常用的基本量化之一.使用量子假设检验相对熵讨论量子互信息. 首先讨论量子假设检验相对熵的一些基本性质,并给出该量化和其他量子广义熵之间的关系. 然后结合相对熵的性质,给出量子假设检验互信息的定义,并讨论其性质,比如:数据处理不等式.通过互信息与条件熵之和重点讨论互信息的链式法则.
    Abstract: von Neumann mutual information is a generalization of Shannon mutual information in quantum information theory, and it has been found to have useful applications in the channel capacity. The many classical quantifiers can be extended for pairs of quantum states in various inequivalent ways, due to the non-commutativity of quantum states. Quantum hypothesis testing relative entropy comes from the hypothesis testing question, and it is one of the most fundamental primitives in quantum information processing. We discuss the quantum mutual information with respect to quantum hypothesis testing relative entropy. We give some properties of quantum hypothesis testing relative entropy, and give the relationships between it and other quantum generalized entropies. Using relative entropy, we define quantum hypothesis testing mutual information, and exhibit some properties, such as, data processing inequality. Using the sum between mutual information and condition entropy, we discuss the chain rules, which are generally an important technical tool in information theory.
  • 期刊类型引用(6)

    1. 徐雪峰,郭广伟,黄余. 改进全卷积神经网络的遥感图像小目标检测. 机械设计与制造. 2024(10): 38-42 . 百度学术
    2. 刘雯雯,汪皖燕,程树林. 融合项目热门惩罚因子改进协同过滤推荐方法. 计算机技术与发展. 2023(03): 15-19 . 百度学术
    3. 冯勇,刘洋,王嵘冰,徐红艳,张永刚. 面向用户需求的生成对抗网络多样性推荐方法. 小型微型计算机系统. 2023(06): 1192-1197 . 百度学术
    4. 冯晨娇,宋鹏,张凯涵,梁吉业. 融合社交网络信息的长尾推荐方法. 模式识别与人工智能. 2022(01): 26-36 . 百度学术
    5. 韩迪,陈怡君,廖凯,林坤玲. 推荐系统中的准确性、新颖性和多样性的有效耦合与应用. 南京大学学报(自然科学). 2022(04): 604-614 . 百度学术
    6. 甘亚男,耿生玲,郝立. 超贝叶斯图模型及其联结树的构建. 青海师范大学学报(自然科学版). 2021(02): 42-48 . 百度学术

    其他类型引用(9)

计量
  • 文章访问数:  496
  • HTML全文浏览量:  7
  • PDF下载量:  172
  • 被引次数: 15
出版历程
  • 发布日期:  2021-08-31

目录

    /

    返回文章
    返回