Alaali Portfolio Risk-Return Optimization Model (A-PRROM): Proof of Originality and Validation Certificate

This document serves as an explicit Proof of Originality Certificate for the analysis conducted on the Alaali Portfolio Risk-Return Optimization Model (A-PRROM). The certificate confirms that the work, including the Machine Learning validation methodology (Random Forest and Leave-One-Out Cross-Validation - LOOCV), is entirely original, carried out solely by the author, Hasan Alaali. Analysis Conducted: Alaali Portfolio Risk-Return Optimization Model (A-PRROM) Machine Learning Validation: Random Forest Algorithm Leave-One-Out Cross-Validation (LOOCV) Disclaimer: This document explicitly certifies that: All analyses, validations, interpretations, and conclusions related to A-PRROM presented here are the author's original work. No proprietary methods, sensitive financial data, or confidential information has been disclosed. Any reliance on publicly available data or standard methodologies has been clearly and transparently documented. Author Signature: Hasan Alaali