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 (English)

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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