Optim Lett
DOI 10.1007/s11590-014-0779-x
ORIGINAL PAPER
An optimisation approach to constructing
an exchange-traded fund
C. A. Valle · N. Meade · J. E. Beasley
Received: 4 January 2014 / Accepted: 4 August 2014
© Springer-Verlag Berlin Heidelberg 2014
Abstract In this paper we consider the problem of deciding the portfolio of assets
that should underlie an exchange-traded fund (ETF). We formulate this problem as
a mixed-integer nonlinear program. We consider ETFs which have positive leverage
with respect to their benchmark index and ETFs which have negative leverage (inverse,
short, ETFs). Our formulation is a flexible one that incorporates decisions as to both
long and short positions in assets, as well as including rebalancing and transaction
cost. Computational results are given for problems, derived from universes defined by
S&P international equity indices, involving up to 1,200 assets.
Keywords ETF · Exchange-traded fund · MINLP · Mixed-integer nonlinear
program · Optimisation
1 Introduction
An exchange-traded fund (henceforth ETF) is, as the name suggests, a fund (portfolio
of assets) on which shares have been issued. These shares are traded on the open
C. A. Valle · J. E. Beasley (B )
Mathematical Sciences, Brunel University, Uxbridge UB8 3PH, UK
e-mail: john.beasley@brunel.ac.uk
C. A. Valle
e-mail: cristiano.arbexvalle@brunel.ac.uk
N. Meade
Business School, Imperial College, London SW7 2AZ, UK
e-mail: n.meade@imperial.ac.uk
J. E. Beasley
JB Consultants, Morden SM4 4HS, UK
e-mail: john.beasley@jbconsultants.biz
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