Author

Sercan Yalcin

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Open access 2026

A Variational Quantum Neural Network Framework for Learning Asymmetric Patterns and Anomaly Detection in High-Frequency Financial and Economic Systems

Comprehensive experiments demonstrate that the proposed quantum neural network (QNN) model achieves superior performance compared with ANN, LSTM, Bi-LSTM, LSTM-GRU, CNN, and Transformer-based approaches.

Sercan Yalcin, Zulfukar Aytac Kisman, Hande Yuksel et al. · IEEE Access · 0 citations