Fourier Series Guided Design of Quantum Convolutional Neural Networks for Enhanced Time Series Forecasting

Sandra Leticia Juárez Osorio, Mayra Alejandra Rivera Ruiz, Andres Mendez-Vazquez +1

In this study, we apply 1D quantum convolution to address the task of time series forecasting. By encoding multiple points into the quantum circuit to predict subsequent data, each…