From Economic Explanation to Performance Improvement in Machine-Learning Portfolios

Yunqi Liang, Stefan Zohren, Mihai Cucuringu

To extend conventional model-level feature importance to economically meaningful portfolio outcomes and decisions, we propose a local first-order attribution-propagation framework…