OPTIMIZATION OF PORTFOLIO FOR MEAN VARIANCE RISK MEASURE WITH MULTI OBJECTIVE APPROACH USING ANT COLONY METHOD

The two most important things in portfolio optimization are minimizing risk and maximizing return. Of course, it would be more interesting if the return and risks can be optimized simultaneously, this problem is known as multi-objective portfolio problem. The optimization model that is often used...

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Main Author: Septriani, Nicke
Format: Theses
Language:Indonesia
Subjects:
Online Access:https://digilib.itb.ac.id/gdl/view/32152
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:32152
spelling id-itb.:321522018-12-03T13:54:18ZOPTIMIZATION OF PORTFOLIO FOR MEAN VARIANCE RISK MEASURE WITH MULTI OBJECTIVE APPROACH USING ANT COLONY METHOD Septriani, Nicke Probabilitas & matematika terapan Indonesia Theses Portfolio Optimization, mean-variance, single objective, multi objective, buy-in threshold, cardinality, roundlot, Ant Colony. INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/32152 The two most important things in portfolio optimization are minimizing risk and maximizing return. Of course, it would be more interesting if the return and risks can be optimized simultaneously, this problem is known as multi-objective portfolio problem. The optimization model that is often used to solve this portfolio optimization problem is the mean-variance. This model is made on the mean and variance approach. Constraints that often arise are buy-in threshold, cardinality, and roundlot. The method used for the problem of portfolio optimization in this thesis is by using Ant Colony method by conducting Rastrigin, Grewank, and Rosenbrock. Furthermore, the Ant Colony method is used for single objective optimization. Then for a multi-objective approach using data 50 Hang Seng stocks and 45 shares of LQ45. The multi objective optimization result also displays the front pareto for each taking K = 5,10,15 shares of available n- stock. The tool used for this Ant Colony method is MATLAB2015a. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
topic Probabilitas & matematika terapan
spellingShingle Probabilitas & matematika terapan
Septriani, Nicke
OPTIMIZATION OF PORTFOLIO FOR MEAN VARIANCE RISK MEASURE WITH MULTI OBJECTIVE APPROACH USING ANT COLONY METHOD
description The two most important things in portfolio optimization are minimizing risk and maximizing return. Of course, it would be more interesting if the return and risks can be optimized simultaneously, this problem is known as multi-objective portfolio problem. The optimization model that is often used to solve this portfolio optimization problem is the mean-variance. This model is made on the mean and variance approach. Constraints that often arise are buy-in threshold, cardinality, and roundlot. The method used for the problem of portfolio optimization in this thesis is by using Ant Colony method by conducting Rastrigin, Grewank, and Rosenbrock. Furthermore, the Ant Colony method is used for single objective optimization. Then for a multi-objective approach using data 50 Hang Seng stocks and 45 shares of LQ45. The multi objective optimization result also displays the front pareto for each taking K = 5,10,15 shares of available n- stock. The tool used for this Ant Colony method is MATLAB2015a.
format Theses
author Septriani, Nicke
author_facet Septriani, Nicke
author_sort Septriani, Nicke
title OPTIMIZATION OF PORTFOLIO FOR MEAN VARIANCE RISK MEASURE WITH MULTI OBJECTIVE APPROACH USING ANT COLONY METHOD
title_short OPTIMIZATION OF PORTFOLIO FOR MEAN VARIANCE RISK MEASURE WITH MULTI OBJECTIVE APPROACH USING ANT COLONY METHOD
title_full OPTIMIZATION OF PORTFOLIO FOR MEAN VARIANCE RISK MEASURE WITH MULTI OBJECTIVE APPROACH USING ANT COLONY METHOD
title_fullStr OPTIMIZATION OF PORTFOLIO FOR MEAN VARIANCE RISK MEASURE WITH MULTI OBJECTIVE APPROACH USING ANT COLONY METHOD
title_full_unstemmed OPTIMIZATION OF PORTFOLIO FOR MEAN VARIANCE RISK MEASURE WITH MULTI OBJECTIVE APPROACH USING ANT COLONY METHOD
title_sort optimization of portfolio for mean variance risk measure with multi objective approach using ant colony method
url https://digilib.itb.ac.id/gdl/view/32152
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