Quantum Features and Quantum Neural Network

نویسندگان

چکیده

量子コンピュータハードウェアの目覚ましい発展に伴って,量子コンピュータの応用先を広げるための研究が活発化している.様々な応用先の中でも,機械学習への応用は特に注目されている分野である.本稿では,量子コンピュータの基礎的な事項を抑えることからはじめ,量子コンピュータを機械学習に使う手法を大まかに解説する.特に,近未来の量子コンピュータで実行することが期待されている,量子特徴量や量子ニューラルネットワークの考え方に焦点をあてて,最近の研究の展開を紹介する.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Lattice-Plasmon Quantum Features

in this work, some of the lattice plasmon quantum features are examined. Initially, the interaction of the far-field photonic mode and the nanoparticle plasmon mode is investigated. We probe the optical properties of the array plasmon that are dramatically affected by the array geometry. It is notable to mention that the original goal of this work is to examine the quantum feature of the array ...

متن کامل

Quantum-Inspired Neural Network with Quantum Weights and Real Weights

To enhance the approximation ability of neural networks, by introducing quantum rotation gates to the traditional BP networks, a novel quantum-inspired neural network model is proposed in this paper. In our model, the hidden layer consists of quantum neurons. Each quantum neuron carries a group of quantum rotation gates which are used to update the quantum weights. Both input and output layer a...

متن کامل

Autonomous Quantum Perceptron Neural Network

Abstract:Recently, with the rapid development of technology, there are a lot of applications require to achieve low-cost learning. However the computational power of classical artificial neural networks, they are not capable to provide low-cost learning. In contrast, quantum neural networks may be representing a good computational alternate to classical neural network approaches, based on the c...

متن کامل

Training a Quantum Neural Network

Quantum learning holds great promise for the field of machine intelligence. The most studied quantum learning algorithm is the quantum neural network. Many such models have been proposed, yet none has become a standard. In addition, these models usually leave out many details, often excluding how they intend to train their networks. This paper discusses one approach to the problem and what adva...

متن کامل

A Quantum Dot Neural Network

We present a mathematical implementation of a quantum mechanical artificial neural network, in the quasi-continuum regime, using the nonlinearity inherent in the real-time propagation of a quantum system coupled to its environment. Our model is that of a quantum dot molecule coupled to the substrate lattice through optical phonons, and subject to a timevarying external field. Using discretized ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: The Brain & Neural Networks

سال: 2022

ISSN: ['1340-766X', '1883-0455']

DOI: https://doi.org/10.3902/jnns.29.202