Eigenportfolios of US Equities for the Exponential Correlation Model

24 Pages Posted: 19 Jan 2021

See all articles by Ali Akansu

Ali Akansu

New Jersey Institute of Technology

Anqi Xiong

New Jersey Institute of Technology

Multiple version iconThere are 2 versions of this paper

Date Written: January 23, 2019

Abstract

In this paper, the eigendecomposition of a Toeplitz matrix populated by an exponential function in order to model empirical correlations of US equity returns is investigated. The closed-form expressions for eigenvalues and eigenvectors of such a matrix are available. These eigenvectors are used to design the eigenportfolios of the model, and we derive their performance for the two metrics. The Sharpe ratios and profit-and-loss curves (P&Ls) of eigenportfolios for twenty-eight of the thirty stocks in the Dow Jones Industrial Average index are calculated for the end-of-day returns from July 1, 1999 to November 1, 2018, several different subintervals and three other baskets in order to validate the model. The proposed method provides eigenportfolios that mimic those based on an empirical correlation matrix generated from market data. The model brings new insights into the design and evaluation of eigen portfolios for US equities and other asset classes. These eigenportfolios are used in the design of trading algorithms, including statistical arbitrage, and investment portfolios. Here, P&Ls and Sharpe ratios of minimum variance, market and eigenportfolios are compared along with the index and three sector exchange-traded funds (XLF, XLI and XLV) for the same time intervals. They show that the first eigenportfolio outperforms the others considered in the paper.

Keywords: exponential correlation model, Toeplitz matrix, eigende composition, principal component analysis, Karhunen–Loeve transform (KLT), eigen portfolios, market portfolio, minimum variance portfolio, exchange-traded fund (ETF); Sharpe ratio, market exposure, profit and loss (P&L) curve.

Suggested Citation

Akansu, Ali and Xiong, Anqi, Eigenportfolios of US Equities for the Exponential Correlation Model (January 23, 2019). Journal of Investment Strategies, Vol. 9, No. 1, 2020, Available at SSRN: https://ssrn.com/abstract=3768469

Ali Akansu (Contact Author)

New Jersey Institute of Technology ( email )

University Heights
Newark, NJ 07102
United States

Anqi Xiong

New Jersey Institute of Technology ( email )

University Heights
Newark, NJ 07102
United States

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