Enhancing Time Series Forecasting with Fourier Series-Guided Quantum Convolutional Neural Networks

Variational Quantum Circuits (VQCs) can be expressed as multidimensional Fourier series, enabling the design of an efficient quantum convolutional neural network architecture for enhanced time series forecasting.