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Quantum Classical Ridgelet Neural Network For Time Series Model
Bahadur Yadav, Sanjay Kumar Mohanty·January 7, 2026·DOI: 10.48550/arXiv.2601.03654
Computer ScienceMathematics
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Abstract
In this study, we present a quantum computing method that incorporates ridglet transforms into the quantum processing pipelines for time series data. Here, the Ridgelet neural network is integrated with a single-qubit quantum computing method, which improves feature extraction and forecasting capabilities. Furthermore, experimental results using financial time series data demonstrate the superior performance of our model compared to existing models.