Date of Publication

3-2023

Document Type

Master's Thesis

Degree Name

Master of Science in Financial Engineering

Subject Categories

Finance and Financial Management

College

Ramon V. Del Rosario College of Business

Department/Unit

Financial Management Department

Thesis Advisor

Edwin Valeroso

Defense Panel Chair

Robert Rol Richard Raymond Ramos

Defense Panel Member

Ricarte Pinlac
Francis Viernes

Abstract/Summary

The Philippines saw the heightened interest of the investing public in cryptocurrencies when digital assets began gaining popularity, especially during the COVID-19 pandemic. This study introduces a portfolio of bonds, stocks, and foreign currency in the Philippines, combined with cryptocurrencies, by applying a method based on graph theory and machine learning techniques – the hierarchical risk parity approach. An out-of-sample comparison with traditional portfolio strategies shows that the hierarchical risk parity portfolio outperforms in terms of risk-adjusted return. The identified optimal portfolio reveals that only a small portion of the investment shall be allocated to cryptocurrencies, and much of the capital should still be with conventional assets.

Abstract Format

html

Language

English

Keywords

Investments—Philippines; Cryptocurrencies—Philippines

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Embargo Period

5-20-2023

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