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  • Online Resource  (3)
  • Informatization and Communication Journal Editorial Board  (3)
  • Gushansky, S.M.  (3)
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  • Online Resource  (3)
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  • Informatization and Communication Journal Editorial Board  (3)
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  • 1
    Online Resource
    Online Resource
    Research and development of quantum neural networks, their effective dimension and trainability
    Informatization and Communication Journal Editorial Board ; 2022
    In:  Informatization and communication Vol. 2 ( 2022)
    Details
    In: Informatization and communication, Informatization and Communication Journal Editorial Board, Vol. 2 ( 2022)
    Abstract: Over the past few decades, there has been a significant breakthrough in the field of quantum computing. Research is of growing interest, which has recently led to the development of quantum information systems prototypes and methods for their development. The paper describes the possibilities, advantages and disadvantages of quantum neural networks. The analysis of throughput, learning complexity and comparison of a classical feed-forward neural network and a quantum neural network with two different feature maps is performed.
    Type of Medium: Online Resource
    ISSN: 2078-8320
    URL: Article
    DOI: 10.34219/2078-8320-2022-13-2-7-11
    Language: Unknown
    Publisher: Informatization and Communication Journal Editorial Board
    Publication Date: 2022
    Location Call Number Limitation Availability
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    Online Resource
  • 2
    Online Resource
    Online Resource
    Research and development of a quantum computing system as an information process.
    Informatization and Communication Journal Editorial Board ; 2021
    In:  Informatization and communication Vol. 5 ( 2021-10)
    Details
    In: Informatization and communication, Informatization and Communication Journal Editorial Board, Vol. 5 ( 2021-10)
    Abstract: Over the past few decades, there has been a significant breakthrough in the field of quantum computing. Research is attracting growing interest, which has recently led to the development of quantum information systems prototypes and methods for their development. The paper describes the characteristics of the information system as an object of architecture and the representation of quantum gates using quantum circuits. A functional-component structure of a quantum information system has been built and a software implementation of a quantum information system has been made on its basis.
    Type of Medium: Online Resource
    ISSN: 2078-8320
    URL: Article
    DOI: 10.34219/2078-8320-2021-12-5-86-89
    Language: Unknown
    Publisher: Informatization and Communication Journal Editorial Board
    Publication Date: 2021
    Location Call Number Limitation Availability
    BibTip Others were also interested in ...
    Online Resource
  • 3
    Online Resource
    Online Resource
    Model of a quantum neural network based on a multilevel activation function
    Informatization and Communication Journal Editorial Board ; 2022
    In:  Informatization and communication Vol. 2 ( 2022)
    Details
    In: Informatization and communication, Informatization and Communication Journal Editorial Board, Vol. 2 ( 2022)
    Abstract: This article proposes a model of a quantum neural network based on a multilevel activation function, which has high performance. This performance is achieved by combining such unique components as: the quantum weight vector, quantum activity values and the dot product operator. In addition, algorithms for learning weight parameters and quantum intervals are presented, in particular, the Levenberg-Marquardt algorithm is improved to improve the quality of the error back propagation method in the process of learning weight parameters, which will also reduce the likelihood of quantum errors.
    Type of Medium: Online Resource
    ISSN: 2078-8320
    URL: Article
    DOI: 10.34219/2078-8320-2022-13-2-44-48
    Language: Unknown
    Publisher: Informatization and Communication Journal Editorial Board
    Publication Date: 2022
    Location Call Number Limitation Availability
    BibTip Others were also interested in ...
    Online Resource
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