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Author

Ömer Akgüller

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#graph neural networks Nov 2026

Topology-aware volatility forecasting in emerging markets: a Quantum Topological Microstructure Graph Neural Network (QTMS-GNN) approach

A systematic ablation study attributes independent contributions to each component: removing TDA features increases RMSE by 4.6%, removing the ChebConv layer by 5.5%, and replacing topological adjacency by 2.4%.

M. A. Balcı, Ömer Akgüller, L. Guran · 0 citations

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