Portfolio optimization using genetic algorithm

65 p.

Detalhes bibliográficos
Autor principal: Gnanasambandapillai Vikkitharan.
Outros Autores: Ponnuthurai Nagaratnam Suganthan
Formato: Tese
Publicado em: 2010
Assuntos:
Acesso em linha:http://hdl.handle.net/10356/39164
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author Gnanasambandapillai Vikkitharan.
author2 Ponnuthurai Nagaratnam Suganthan
author_facet Ponnuthurai Nagaratnam Suganthan
Gnanasambandapillai Vikkitharan.
author_sort Gnanasambandapillai Vikkitharan.
collection NTU
description 65 p.
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format Thesis
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institution Nanyang Technological University
last_indexed 2024-10-01T07:06:22Z
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spelling ntu-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
spellingShingle DRNTU::Engineering::Electrical and electronic engineering::Electronic circuits
Gnanasambandapillai Vikkitharan.
Portfolio optimization using genetic algorithm
title 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_short Portfolio optimization using genetic algorithm
title_sort portfolio optimization using genetic algorithm
topic DRNTU::Engineering::Electrical and electronic engineering::Electronic circuits
url http://hdl.handle.net/10356/39164
work_keys_str_mv AT gnanasambandapillaivikkitharan portfoliooptimizationusinggeneticalgorithm