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Download AlphaPortfolio Direct Construction Through Deep Reinforcement Learning and Interpretable AI by ['Carlo Metta'] in PDF format completely FREE. No registration required, no payment needed. Get instant access to this valuable resource on PDFdrive.to!
About AlphaPortfolio Direct Construction Through Deep Reinforcement Learning and Interpretable AI
1. The document describes a new approach to portfolio management called AlphaPortfolio that uses deep reinforcement learning instead of conventional supervised learning methods. 2. AlphaPortfolio directly optimizes portfolio objectives through trial-and-error instead of first estimating return distributions or risk premia. It yields strong out-of-sample performance including a Sharpe ratio above 2. 3. The authors also introduce "economic distillation" techniques to help interpret the complex AI model, including polynomial-feature-sensitivity analysis and textual-factor analysis. This aids understanding of the model and key drivers of investment performance.
Detailed Information
| Author: | ['Carlo Metta'] |
|---|---|
| Publication Year: | 2021 |
| Pages: | 70 |
| Language: | English |
| Format: | |
| Price: | FREE |
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