The Shape of Markets: Machine learning modeling and Prediction Using 2-Manifold Geometries

By Panagiotis G. Papaioannou, Athanassios N. Yannacopoulos

Published 2026-01-12

Everscope rating

1148.3

Relevance to quantitative trading

8 / 10

Implementation complexity

9 / 10

Reproducibility

3 / 5

About this paper

Methodology: Geometry-Informed Model (GIM). Problem types: Time Series Forecasting, Dimensionality Reduction, Portfolio Optimization, Risk Management, Unsupervised Learning, Regression.

arXiv:2511.05030 · Paper rankings

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