Portfolio optimization using genetic algorithm

65 p.

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Bibliographic Details
Main Author: Gnanasambandapillai Vikkitharan.
Other Authors: Ponnuthurai Nagaratnam Suganthan
Format: Theses and Dissertations
Published: 2010
Subjects:
Online Access:http://hdl.handle.net/10356/39164
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Institution: Nanyang Technological University
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spelling sg-ntu-dr.10356-391642023-07-04T15:25:36Z Portfolio optimization using genetic algorithm Gnanasambandapillai Vikkitharan. Ponnuthurai Nagaratnam Suganthan School of Electrical and Electronic Engineering DRNTU::Engineering::Electrical and electronic engineering::Electronic circuits 65 p. Portfolio optimization is a multi-objective, non-linear optimization problem for maximum return with minimum risk. It normally has a huge number of input variables (assets) and numerous local optima; Therefore mathematical derivatives based optimization is very difficult or impossible to be applied. Genetic algorithms (GA) have been used for this kind of problem, as it is good to deal with optimization involving a large number of inputs and non-linear multi-model objectives. But performance of GA optimization degrades when the number of inputs of the problem increases. Master of Science (Computer Control and Automation) 2010-05-21T04:46:46Z 2010-05-21T04:46:46Z 2007 2007 Thesis http://hdl.handle.net/10356/39164 application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
topic DRNTU::Engineering::Electrical and electronic engineering::Electronic circuits
spellingShingle DRNTU::Engineering::Electrical and electronic engineering::Electronic circuits
Gnanasambandapillai Vikkitharan.
Portfolio optimization using genetic algorithm
description 65 p.
author2 Ponnuthurai Nagaratnam Suganthan
author_facet Ponnuthurai Nagaratnam Suganthan
Gnanasambandapillai Vikkitharan.
format Theses and Dissertations
author Gnanasambandapillai Vikkitharan.
author_sort Gnanasambandapillai Vikkitharan.
title Portfolio optimization using genetic algorithm
title_short Portfolio optimization using genetic algorithm
title_full Portfolio optimization using genetic algorithm
title_fullStr Portfolio optimization using genetic algorithm
title_full_unstemmed Portfolio optimization using genetic algorithm
title_sort portfolio optimization using genetic algorithm
publishDate 2010
url http://hdl.handle.net/10356/39164
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