Vol. 2 No. 1 (2024): Volume-II, Number-I, 2024
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A Comparative Study of Classical and Quantum Machine Learning for Large-Scale Financial Forecasting
Abstract 50
Financial forecasting at large scale covering cross-asset returns, volatility surfaces, and high-frequency microstructure remains a central and challenging problem for both academia and industry. Classical machine learning (ML) and deep learning methods (e.g., gradient-boosted trees, recurrent and attention-based networks) have delivered notable advances in predictive accuracy and trading perfo ... read more
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Quantum-Inspired Control Systems for Collaborative Robots in Precision Healthcare Delivery
Abstract 38
Precision healthcare increasingly relies on robotic platforms that must operate safely, adaptively, and transparently in close proximity to patients and clinical staff. This paper develops a comprehensive research agenda and technical framework for quantum-inspired control systems (QICS) applied to collaborative robots (cobots) in precision healthcare delivery. We define quantum-inspired method ... read more