[16p-A410-1~8] Quantum Cooperation between Materials and Information

△ [16p-A410-8] Analysis of quantum feature maps in quantum neural networks

〇(M2)Aoi Hayashi^1,2,3, Akitada Sakurai^2,3, Shin Nishio^1,2,3, William J. Munro^4,3, Kae Nemoto^2,3,1 (1.Department of Informatics, SOKENDAI, 2.OIST Graduate Univ., 3.NII, 4.NTT Basic Res. Labs.)

Keywords:Quantum Information, Quantum Machine Learning, Quantum Neural Networks

Quantum machine learning with quantum neural networks has gathered much attention as one of the promising applications of NISQ processors. In such a computation model, the quantum feature map is considered a vital component. In this talk, we discuss the relation between the property of the quantum feature map and the performance of a quantum machine learning model with an image classification task. In addition, based on our analysis, we present a simple physical system leading to high generalization performance.